{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 人脸区域及关键点检测\n",
    "\n",
    "本案例使用`dlib`工具库进行人脸区域检测和人脸关键点（68个点）检测。（本案例仅用于学习研究，讨论交流请到[ModelArts论坛](https://bbs.huaweicloud.com/forum/forum-718-1.html)）\n",
    "\n",
    "- 对图片中的人脸进行区域和关键点的检测\n",
    "- 对视频中的人脸进行区域和关键点的检测\n",
    "\n",
    "`dlib`官网： http://dlib.net/. `dlib`是一个机器学习工具库，类似OpenCV，里面预置了一些开发好的传统机器学习算法和深度学习算法。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进入ModelArts\n",
    "\n",
    "点击如下链接：https://www.huaweicloud.com/product/modelarts.html ， 进入ModelArts主页。点击“立即使用”按钮，输入用户名和密码登录，进入ModelArts使用页面。\n",
    "\n",
    "### 创建ModelArts notebook\n",
    "\n",
    "下面，我们在ModelArts中创建一个notebook开发环境，ModelArts notebook提供网页版的Python开发环境，可以方便的编写、运行代码，并查看运行结果。\n",
    "\n",
    "第一步：在ModelArts服务主界面依次点击“开发环境”、“创建”\n",
    "\n",
    "![create_nb_create_button](./img/create_nb_create_button.png)\n",
    "\n",
    "第二步：填写notebook所需的参数：\n",
    "\n",
    "|项目|建议填写方式|\n",
    "|-|-|\n",
    "|名称|自定义环境名称|\n",
    "|工作环境 | Python3|\n",
    "| 资源池 | 选择\"公共资源池\"即可 |\n",
    "|类型|GPU|\n",
    "|规格|[限时免费]体验规格GPU版|\n",
    "|存储配置|EVS|\n",
    "|磁盘规格|5GB|\n",
    "\n",
    "第三步：配置好notebook参数后，点击下一步，进入notebook信息预览。确认无误后，点击“立即创建”\n",
    "\n",
    "第四步：创建完成后，返回开发环境主界面，等待Notebook创建完毕后，打开Notebook，进行下一步操作。\n",
    "![modelarts_notebook_index](./img/modelarts_notebook_index.png)\n",
    "\n",
    "### 在ModelArts中创建开发环境\n",
    "\n",
    "接下来，我们创建一个实际的开发环境，用于后续的实验步骤。\n",
    "\n",
    "第一步：点击下图所示的“打开”按钮，进入刚刚创建的Notebook\n",
    "![inter_dev_env](img/enter_dev_env.png)\n",
    "\n",
    "第二步：创建一个Python3环境的的Notebook。点击右上角的\"New\"，然后选择TensorFlow 1.13.1开发环境。\n",
    "\n",
    "第三步：点击左上方的文件名\"Untitled\"，并输入一个与本实验相关的名称，如\"face_detector\"\n",
    "![notebook_untitled_filename](./img/notebook_untitled_filename.png)\n",
    "![notebook_name_the_ipynb](./img/notebook_name_the_ipynb.png)\n",
    "\n",
    "\n",
    "### 在Notebook中编写并执行代码\n",
    "\n",
    "在Notebook中，我们输入一个简单的打印语句，然后点击上方的运行按钮，可以查看语句执行的结果：\n",
    "![run_helloworld](./img/run_helloworld.png)\n",
    "\n",
    "\n",
    "开发环境准备好啦，接下来可以愉快地写代码啦！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 实践过程"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据和代码下载\n",
    "运行下面代码，进行数据和代码的下载和解压"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Successfully download file modelarts-labs-bj4/notebook/DL_face_detector/detector.tar from OBS to local ./detector.tar\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from modelarts.session import Session\n",
    "sess = Session()\n",
    "\n",
    "if sess.region_name == 'cn-north-1':\n",
    "    bucket_path=\"modelarts-labs/notebook/DL_face_detector/face_detector.tar.gz\"\n",
    "elif sess.region_name == 'cn-north-4':\n",
    "    bucket_path=\"modelarts-labs-bj4/notebook/DL_face_detector/face_detector.tar.gz\"\n",
    "else:\n",
    "    print(\"请更换地区到北京一或北京四\")\n",
    "\n",
    "if not os.path.exists('./models/detector.dat'):    \n",
    "    sess.download_data(bucket_path=bucket_path, path=\"./face_detector.tar.gz\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "if os.path.exists('./face_detector.tar.gz'):\n",
    "    # 使用tar命令解压资源包\n",
    "    os.system(\"tar -xf ./face_detector.tar.gz\")\n",
    "    # 清理压缩包\n",
    "    os.system(\"rm ./face_detector.tar.gz\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 安装依赖\n",
    "\n",
    "安装`dlib`包，耗时约3分钟，安装完成后会提示“Successfully installed dlib-19.17.0”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting dlib==19.17.0\n",
      "  Downloading http://repo.myhuaweicloud.com/repository/pypi/packages/05/57/e8a8caa3c89a27f80bc78da39c423e2553f482a3705adc619176a3a24b36/dlib-19.17.0.tar.gz (3.4MB)\n",
      "\u001b[K    100% |████████████████████████████████| 3.4MB 84.5MB/s ta 0:00:011\n",
      "\u001b[?25hBuilding wheels for collected packages: dlib\n",
      "  Running setup.py bdist_wheel for dlib ... \u001b[?25ldone\n",
      "\u001b[?25h  Stored in directory: /home/ma-user/.cache/pip/wheels/08/5a/4b/bcf41d6cd899b5eb985f10fb94ef90439fa1c99369f3ec7db5\n",
      "Successfully built dlib\n",
      "Installing collected packages: dlib\n",
      "Successfully installed dlib-19.17.0\n",
      "\u001b[33mYou are using pip version 9.0.1, however version 20.1.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install dlib==19.17.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 人脸区域检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import dlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 获取人脸区域检测器\n",
    "\n",
    "获取基于神经网络CNN的人脸区域检测器，并加载预训练模型。\n",
    "\n",
    "`dlib.cnn_face_detection_model_v1()`方法介绍: http://dlib.net/cnn_face_detector.py.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "cnn_face_detector = dlib.cnn_face_detection_model_v1(\"./models/detector.dat\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 打开测试文件\n",
    "\n",
    "读取测试图片，可以换成其他图片进行测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = dlib.load_rgb_image(\"./test.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 检测\n",
    "\n",
    "检测，得到图片中人脸的位置。返回人脸区域左上角和右下角的坐标。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dets = cnn_face_detector(image, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 打印检测结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "mmod_rectangles[[(53, 63) (171, 181)]]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of faces detected: 1\n",
      "Detection 0: Left: 53 Top: 63 Right: 171 Bottom: 181 Confidence: 1.0495144128799438\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of faces detected: {}\".format(len(dets)))\n",
    "for i, d in enumerate(dets):\n",
    "    print(\"Detection {}: Left: {} Top: {} Right: {} Bottom: {} Confidence: {}\".format(\n",
    "        i, d.rect.left(), d.rect.top(), d.rect.right(), d.rect.bottom(), d.confidence))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 绘制人脸区域检测结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "rects = dlib.rectangles()\n",
    "rects.extend([d.rect for d in dets])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rectangles[[(53, 63) (171, 181)]]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "res_img = cv2.rectangle(image, (rects[0].left(), rects[0].top()), (rects[0].right(), rects[0].bottom()), 0, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Xupj1JEREpq7qWnuttffeWm+tzV2RMliIKOYjbFWeCOPX5osIxHvv3hWgpqpqBjgRczInZ9f+/g8bjrm1diYFmM2qmvIwDBnA6XS6vb29vbtJWcogXOgcNb15e98ggLDDgeDcP2ZAfSTk+D6O+a3v7q2L//TXX4y7x2JgC+jXHGBllj/wsNenEwCQv//WnLP1lcDIbzyNzAFiil1AZ6euZmbaOwBhHrJQYlvm25vXt69ffvHFH7768o/f/vmr25vXNzc3x7vb3rtDe6+tVQCS4rRAb9b60oPcGMSB1rQ7AObU1EEU2cF26hsAbR0rjczPzcIwN4OqBTHd2QFTs75FxLFHmJKIpFSY4QR1q3VxdyYx78GWqc3NTOFyzLu7189fPTfqEIOAiEQoZ2E4w90UAIHhHMAUgSIPNcARjVfr/YxU282DiO9vdAXgL0hXf0a2jr9Z896jhOahnfl7sFHJY9s8djOPXIi5K3uQ0M1d3S0xmDklBjO03rx+8cfPP//zV1/8/ve///brL1+9eFnnaV5OdZojNjVXAySRu/Tewkxbq2GyvffevTXvvRMJJ3DKThw71cxVDWrBKw6a5Gbr29s1mMMdRog3qo6NdQkE/R3ryRC8ZNXWO9xABNXzB1cA3U0Sv36dnj+/MK8sIHZmLiWN42jW3TMo3IQSwbyTC9HKJ5O4Te/e5g25/MuIVj/fld53N36khCM6LN/FYT6KvL7TBrE2aRCRuxLcLN6wASrkIkxMgPfp/tXrF3/8w2e/+fWvv/rT5998883dzcvT6aS9Wm+uBpjCezdmFpLe9ThPqi0sbzVcOMCccpYU/DIlVnePeLlb72Hcq2sMrMjBtrXpsW8AV0TVxMLM5BbKBcTu7iBV874AxsxG5hCLUNsQvHYiqr07+7Is9/e3L15+W9vJrEMtEY8ljbkMaY1nmJOQmCrWEIaZWSTHtmLz9QbyOQ86o8SPunv/SxHx/zXrB6uIvWmOb//8+ALvXu37EIzflwmf+zMcbg5VNcCEidiJFK5W2+3rl1/96fPf/+43n/3uN19++cdlOtU291q1LapasohI7z1n6d3meY4gJGyr98acnEw8gvKVjuLgbm5Oqtq79+6Ra5ppeGgiFk4AjDY1AbOImJ3CzRsADTLbg7LAWaEAU23jmFJK3dUsOPlyzl4iK5jn+ebm1bJMgGeWUsoDmGMmkpl5Px4cMI0mLAESkTH4/BVFfH+O9d+Kud8GiN//1XyMa/6zOBmS+/vN98OW/wEkZ2vtf4S4x+MPHj08PT1WTfnwimBhu5TDQORMrtqT8LIsZRisNxGep/ubV6++/PLL3/7uN3/43W+//vrL25sX2ppa07qYd2ZWV62u6ubS1AP6ju/YCSAxR5JCxE5gSkXEzJauy7KoWwT0QaAXyZLy41QV0QxlZqpEEgkGNhKBuxOcKTkhWghjL8V7EEEEUXGZuBozR6AF4loJ6M+f16urKyKMecg5j2Mhcut6OBzGcT+UXUmDSFCdKbbTKlyT1lx/zVS2L0b9jUmdKyxEH3PxH0p5H//77jN/Uit92Mv+JW/3Pa/6YYJdD61ZzHDnLbt1N8vCrVUmmPX9WADvOt+8vHnx/Juvvvrq888/+/z3n/356y/vbm7m5STEZr1bI48ae3JyJ5urElZGIbbNGPZBEUWsgTW1pvNca+3q1rv2bu7ELMJZWHLOiHpnZKZYmWpEAG9NRswGB+jN1PthqKW7k3eATV1V4clZ3du2kUzVew8j5NPpJMLffPNNmOU8z8e708XFxcXF1eFwiKaQlKLdKRGYiA2uqkaQaPk+IwJnaPKvWB9x5z9NW8dHWrM/9Di9q2ryRp3/Acfdnk9vwTVvJAYfRALsfNSQm0MZypJtrjmLu7Lk+XS6v7v95s9ffvnF57/73e8+/+KzL7/88ubmtasRuzK7q69RBBQOIgMnEU4phgy7u67UAwnJrrWq73C3pWlrvfduBjcwhIRTSjkPUV6NIP6skEFEzOHLhWhtzQbBjYzOgPfDHQibFmQz69pVDa5ERK6IWMbMHMoOJetOptY6mpGj13b7+ubl9Yurq6snT55dXT2RVHa7w353GMd9Tsy8no8WpIe3bvOq7ETEa9z1Q9fPrsAUK31IqOBHfev2+GvGR28NEa2d04F4ugHqrkRuvZErgdz1dDe9/Pb5119/9Yff/ucf//T5F1988fz585cvX87zJMS5yOYgyWHk4fNAQkIiOQuxwXtrppHWMcAKV6WIWKIEtQZi5BwxdUrRG8XMZu5+VmfaogWnFahlYmYjCKAGstULmCHC8S12d8UadaiCSM3hnpnjwFEz791jU5lZ78YgImqt3d3d3d3dPXnyZFlaa41FLi+vnz37FIAcMvHATt0tzht/W1nnzcb+nxyP7G+10oc7Xz5g7h9nVtM7DQdrZZTPsfKqjvKGS3nE24mcL2BrOLHDnJigWltjUlPzrl9+8fkXn3/+p8//8Nvf/vbFt89fvXo1LydXExJOQizmtMIkTjAmjxCC1c3NiKW7q5OuyjDo3cDkRE7UehDlI7aOJDMKOxECecQIDt0SDN8OPRcpRETCESubGUiJqLuZefeupoHveOCVtoLksm5tdWJ3kBPB4HA1RzTaGqyf/OTdl2k67XZzBFumTfs01ydPnjVzJyYZdsIcaA+BSYjPYdsbMfcqr/P9rP37pFv4kR3lD16PHdC7v00/7txQep/W2Vt//rtvBzkRiCChTyFCpubwpm46nab7u7vf/+bXn3322Rd/+Pzrr7++vb1dlsXM3IijOq8WAIu7d9dk6MZCEobIzBBmA3NSbb33YCyKCLOIyFoidXf3YRiIwSTnG2UGs+6BaBOII15ygvijKd7ubu6qqqZm1k3Drwcf0h/wynNbt226ng5QNLwG31LViAid4d5IieautdZae6+1Tst8f39/eXn96vZm6c3cwcJJdrtDytKNwEyykkXeyjXfXX992P0TCdzfa4cpeHDvffYHrvOusRqAt6hjEZM8XG2NTPidd8CP/sX5JUTEHN14tuLb5CB79erVy2+/+dMf//jbX//6yz/+6fm33758+XKZWzfFyvhTJ1dtw37Hq3ouOTGIiYWIUs4AzMgR3SAUXMWNkuNEJJyTgKAumnNiBiTF9SMxdVg8093CvEU4HHxUfteiVZALwtA3YPF8ykVCTswcfd1nmldcY90vUDV2EDkJubsnj17vgGNba6d5uru7u3xyvLo/taZd3Z1ZMqc8yrhm+mBnclc/u/b1GH4Dif9uMPJnvj5IIvjBR9JGltxeaOcw/VHc+IBYfWA3cbwwSiJEcDPvzbQJXFt/+e3zz//wh1//+//881d/evn8xfF4nOdZuwcIzsxRN+m+GjDTqmMkIsKF2E0fWa0/4G8BAqoqERF7yiwiDgWUiMlN4fE6tTAoNkecQkS8kVjYEUJID2SeNUjHGbKkc9UzMBl3XaEhIiIyNzM7oyiRKANwV4CWxZiNma0YiUS2rapz68fjcWm1aY9YsPd+cXGxv7hiJLgYUWhchgiUbN/F+q7+vs18Wz8KRWxr+HigBz/GZ/hRuM94YNG85dfXl5MzE1S7CLt3a5XJ63Ra5tOLb5//569/86t//x//8T//R058e3ujrdVaCRJW1E2bKRGxSFcVYWKh4BgkcZLWq6o/tvUwMim59+6rx3ViYhECCyW1xbpq1x5W7sxMRmQGJiJJOXP46PiY2ruZqTZdXxQM8lULKXgDb1DoGGa60hAkoBxykGvcQ6jCFUQr91cAZkhy7+ZztahqwZppRGVmJiLMRDD/5S+Ycbi6zpKbmmp3dwLlEsp7Rg5mhJKlRxFvYzcBa8fM47UmAGt/QWRlP9GN8v7Y/Ue6+HtbnPx9kc93LFUl4iDiJvYkBPVlnv/4+Rf/+etf//o//uOPn/9hnudjr8t0qr2vYYiRwZupqoJI3KXkzKvTDb8bYfPZJvA4Ywtv/RA9r87Xya2qaoiFaWCLTIkczAIEwZYQKFCANdZUtXet2lRDyFqc1/JNpOzqzth6iADANo7NI2odY60m4+EMAQCQO9zIDKreu1Fr5sq21s6G4fXrly8uLi4uDodhKCWlcVcgmTzEiVkYUCMRrMHL9t7e4a6ev1q879uNPsaf1/qbtmZvtk62Ofj49sI3vJ9ZyRylJTVTkiQi9/fHb7/99le/+tW//l//15d//OPdzaux5LkuusbBbK5mpG5Nu6pGyJ95t6alzO5+pjr23sO7n3eCr2yC98zgPjN7W+uqCqaUEiIUiedvGghmpj2wQlXVqqbqpgAjMmMLTRpGCFCqKUBuRkQGsq3ibI5tWgetkf46wYNBm2AeWXSIqxnUvRp3LgXs6DQvp+n+5vbVi+eX476UNJS02+12eYfIYBiJSVi2trGArj7mlT7UzvOzs3X8TSRRyX6oXMwjqXKLSg0zJ4YQz/PxT3/64je/+c2///u/f/HFF8e7O+2dhlFEYA6gK7DFr+HemGjrshMiCuNurdVaa63+aLDJKqbnftZ5PBv9FvCo6RokxNaKFzLzuSDvD3z3jfXu7g6OXFuYQtbXlUyC5+juDjJTdxciA4jEyUCCzcW6kelWbBMWFmZGENJAK8XXyRQdRqTxxrIkbXWZT6fbm1e75znLmNPl/nAx7DkXQhImERI5F6uBn0mF6EdZP6K5v2Xib/7nG5z4eCTu9Hv0yHurJXEuqS3z119+9T/+7d/++3//19/97nfTNBGREW7v70Cqpl27WwQh6m5hiKWMQZ8iIu3We6+1hrn33kEem+EcsrwRxEfypxqHgLuSPkQ+gbuvJ0bARpuauz9a2LBF4mTEFi21JL6Gx25Oa9doMD6ZiYRCwZ1AwZwHnNhpPQ+d2aKM5Z7Y4Rz4j7tHwDS1E8wHEdfe63y6v73JJREOQ7m5ujjs9vv9RcojgQkc4A/cIgDb4BrevoFz5vpuIPPz1rP5cb07A/aXijw+vCRYLm2pz7/5869//R//9m///Te/+vX97W3OmZlrrXd3r8exdG3azrkggADOOdr1I4DRbsuyhLmrelDeufB7nfo5eI3IR1UBEzciyjkTESeRIBxTiCU9YjZu1wlQSViIk7OQmcG6rvXUc4p8/rB+ZpIFN9g8MMvV9IiIKWJ8N3M3wJSJndy2RnR4cKE9OMxdtbU6Tad8kxPdXV/cvbo67q9SkIIl9lWkprpZOx4lLD/V3PPHWD+6itjj9X7NjDdu51s6BQ4hU/RW/fnzb37zq//xP/7tv//h95/d3L6GOjPHQAGFd7emHs6biERyFKWIaA0tWo8cc1mWWruqRqUo0Rs91CFjFM44HnycywIIG0mpMPM6imNV6qNz2Uh9RdOZmXOJ5zwKcnrrBnDAo7bqhjgIIfUXLt7VzUKuw91Dgjhal9Y3HEz29VBkcgZT1GWN3YddSSww117rMiX4xFSE71+/ennYHXb7nHNJgxMHpwLusL62ogDEiVes5V0GDb/16MaV/wEV2Z/I+tukqj/AwZ83zxrxR5I6z6ev/vTFr3/177///e9evnqhqmQ4nU5ZkqolKWbeu9XezDxEACRaks167wBqpIy11lpbM3cInCidffkZjgyJomDDh3WeoxciFqacpZRBRJygqtFe0sw2rouqPxTRRIJn5m7efY3pozfK4GYP+HocJ8xr9B+VV9WNXLC1KcZtWuMugDw6AClFI7YTIEBPqTBBe6/TLOTojWDCdne72+2H64vri4uL/Xggooj6aK3jBhFaAAOZIOnPy35/4PpRFIAfkNr3YfBvL2InojBKAMMwaPfWm3BufZHEsD4d7z7/w+8/++z3X3z+WZtnAffe4d6suXuYnQf7ithBXd3c1lhCTTXaq9vSdMMqQZBzJhqGflbLCHrjGcYBsDVi93gwVEvDi2tXVe0W6exKTwfgtuZ/qtq6tdaauZmpRXZJhBW+XG/bGvQ//O/caRfBNRHMbZ1RxigpL8uSmEMaTZiDYkDMORXrSsRErr1PR9VlJteS6Hh3ezcMf1Qay3AYL939ybNPrLW139eUmSPmclcp8i7EsPHk3oYpz/DlOXs5P+384H/heu8b+Ft49+8Fy5yjBVV1rBwBsz5N7f729Reff/bVV3/69ps/v3z50loXkYv9ZRzc3XRZanSX1uo5+9aTeYZcHpz3u3zPx8hjKSXygTML0h5No43clLZDw8xsG9p8jvtDv87gZtZUVXWqLcy9d9WwZiBiIjAJw5nY2V1D0NTdukYMHUcKABAjYS0AJSYGGC7kKeSNI5bxiL5DioS1tk6JQc4M9Wr9dH8vREnI1U7H+eLiYre7ePaJXVxc5GEEICDIGavVIHgK+B228Pr/b6QcH/j54UU/ah/Fj7V+PHN/tw/1zSLrw8MOYMXCVFW1xcOAmWshn6fj55/9/ttvvp7uj66NCbJaJAy+QoraiIgSNKok5sAZTVMA2n1VBHAQQ4Qk0UrfFYqovZRyhmJWCTt9g9ObUs4rdQdh7o9/S0RYA2s/74EV11c3C8o7GFF2BTNxUCNsTa/NN+EaW8VdJcXFwWBJxC6SiMwBY3gSV7VEnIiSsBmMKJx9M1ulm9TUTa1Z70Q0jFnkVe39m2/+fHH1NOV8ef2Uk0hOzMyglatsca+UKNzVo3jdCau62EqT325C1H1/TljN36jM9EEHf0brAjxR1VrXYS/hY+b59O23X//q1//x5Zd/PE33zCzERD5Nk7ubc2u9qTpIJBHB+gNh4fG/EYGfaS0hapeziHB49AhRzp5+5UWqnr27iJSSB1nzivNhHW+VEplZ15UE1nuP4+QMb6ao5EhiWo8IkigUmZO5GdY2DiM4DCxgYo7kFCsqGkFLs0ZmDEkAEyWhkiWlbF1djVyDWLAxcBy2wv/hGpZlIU43NzfPn3877g5PnjxLKe14vw2r2lJOcpgbGbYv77G549Hsp82tPP737W/5pwnk/+hlJnoriPdNZemMcKt2VR2GEn5RrSGUMKCtLa9ffPPZ73/321//6vmLb+q8MLxICtfbew/Vx5D4dXczX8vygD+aaYpHMfFWgXfw2qUR2eoah2zByZk3dt4JAWgWYQ06gFmQCEQYgLC01rpa77321nvX7qoKVbL1IzML88OgSSOwBfRuMRyKEWnpqlosDF7puhSQIQAhV2iUYoWNyXPinDgncYIrqZLrlre4B924q3vvubfj8UhEanjx4kUeDmXYX18/zeMgmQsKcmJOMAt4aDN9PMbf1mM7Hua13ktE2yyJN6rR7/7wk1p/A+/+YPGB2Z2boB/SHd8akCWRIxFRSqnWevf65rPf/f4///PX3z7/+u7uRoiHYSil1FpBzcxUoXAiIog5mesWyUQl8o2bTARhMCN4YkQU+qDnGD0s+4w8nrdBGPowDCkJVsa52koKo9Wqtk1yxmdCk8PsfAgw8TpzL17F7kabcJ43cagjgBVep6uuAY8QhEkIZkYebS5IQgImopRkl0oesjaxrosGviTCOTEcvXcD1HRtpY2s/fb2NpXn+4uLZ88+3V0cWMTMCgYRexiCyc4G3zRx8MiLb946bv52AgJ41OHgm8CBP+L9v20dfyex+3sWbzTg873Amftq3kNMK4zMzF68+Pa3v/vNv/7r/+dX//Pfp+PJuqZE0dBkZvKGSgKdCfSrhJa7O9gfAAFmEIEFKaUoD61ByPbFnAv+UW2NMCZc/jAMwzCIiLudOTbu4dwpFK71EYsYW43J3ZlXW492v2BKRkoKd3ILamOcPEFGTFgxR17FjZElBJAVZiwUXn/MSTgyirQfSxqKi0O7td57T8QpeJkuRELUmCn6DeNT995Pp9P9/f2rV6/2lxcs4u5gKqUwp5j6zcweMFDcZ3rECwqbfpy2rjHQ36pN5G+x/gbmTuc85txv/7DvIzFygvYQ+19B6Hk+ffPNN7/97W9+99vffvXlH4V8LCUx/7//9TXw+q97Qx34gEDj32ptVEbU7/fkWLa9SoH2nid+e3z0H6+/35UnYPrO59Vv/yOKBgzSh+LgxvI9A5ErK3gzZecYP/v+v/3B1v7/ypg+fUgL4KHL5Y1Ht4Lzo1etXL7tY5ipwVfBcbKVEMVEMe8cxCmpdXWbTvPl/kDsx+Px8z/+4Q9ffPYfv/r3Lz77/fHu5vryKuc0nyYA/6//859706m22nRRn7vPrXcjYzIzNk9ETB59T2Qe+WCQYlJKqeRSipTM0bdFK9zeWjtNc4wPIKIsKaU0jGUYhjGvHhGurTVg7ToSzu7ebB0prKqtr03WgZA2VU45LvjQktfVV8iQ4K7aztGXbtA1Qx4DoCuJhQymMC1MYxkO+3HMo5MAOBwuSh6Z04sXL+7vT/M8R2QGpt7r3GezPgzD7jDsD+Xi4lDSWKRcXVw/ffLsl7/8l1/+y3/7v/3f/49//sUvdheXv/h//D/JkVJyg619Jrw1trJTkOCNQebq7uTGnIjIHBakfHoDaKetV+YNw1kTuE10/o31IFSxXmc7pUMoAVi159eTeSvV4W22fbyZjyFFH9SZ+dCuBRjvm3WoqswBO4CJg8RqTtGETWH1a/fEimRnltrm1pZv/vz1b//z1//+P//t66++7G3ZrUICKCkBEJF5WjboA9He1IHQhDq/fSJihiRQJAYCZpJEOXFKibHKfJlrRB0BWbTWaFP3jQw1IivfVM/XRDM6XH0dqeDuYc3Ca+3JzJJZgXeDsjFWc1eokTsc4kQEA7k4ORFFWkMcavVGvhXC4v6EGg4JmzJ8X2Rf8q6kpkREY0o5C7OUxJmpMjZzdxFhY2ClPJxzFQgsRjvMJ2t1vrvr11e+KwAoBDdBqr423q6chZV/FqACwcn9zNgPehwzk4S2J62KE2bgCI4eTwbxuKhDEcMpaP0XZgZnyFokJoo4byvO+VkYZNtC9EGj/a6VPtS29UExBnNGtB5gq0cEyhbfkwDqgIHItLsl4m5gJiZmhKI5yGWe624/aKve9dW333z269/8+//3v//5j18ciA8XewDuGmowBF56W2rv5s29de+q3VfaubkSOdxlmyrAAMhytHbkHLAjNgmkKA+p27Isy9LMPLD4VHIeSlApod3MaCXM0FldOqB3wAROBM/iThJBPFPM9mvafVN1JQcTVMgsEG0icpb1t4xInd0UGi0bbuxg4mDJJaHMBKdMvCuyL2ksKXUHy5hTKkLEpaRcRBpxCga6OSw5mVMSELus/e3qaK1N98d+uM23d/snzy7MF6aYA7W4qzk5kqKBxEmcONoGiUjI3Xr4eDboyvJnAK0baRR+V+OOgeNrb8+jf90eRwFrY4x7uCfF6tXZt+4HWXedrT2cG/N/izkexRff2/g/KKv0wRdskli+arhgy9RXNXF1CskqY7hBowS+lvfJYBytPa7Uu7fq8/znz7/48+efv/7mm3467T55ejEOx9Op9zW7X3pr3ZbWa7cO9JgIALBbOCACJJMQUpRyyJlTlsTMsiVqAZ6sYtYe4qbdDCK0zjVNRUTooaVwRdDXlFNkBRxAScQlZJhghurOj2AIoaIWIzucPFgyYIBYonh0Tm1jSwNu4rLO8YvZaRAWEhYmYTBkEN4PZZ9SYiJxJwibkIIlZeJMaWBOKykNpsTODmYIIVRH2A1m8A5wbcfT/atan7pP5BXAMt+Ck3ChNBAXJVOPBqsAN2FupJ3XUzsk04iDk9eNiHjrxnIiwda1/pgLtWKYHIy30PmBOUEZxCyRvRMpfJPSXetaoeRKb8VIf5mDTxFHxnp3l7z1CIXW+TblB9ggKaKmagR3c4JEITScgllA3A7tvaN3IYK7GNC1z9Pzr7/+1b/9//78hz+k1q/G3ZgoiwuD0touczzNtWtTawp1mIMDXmQyMyGUjFKyEEIiuGyD4ZmZ6YHrG4Bj7dpVezcAUVgtpaS0bonWmhptPMTYVKDoQwpKlpCvUrpiZqGkB17ZOGZm3TU4PKbaHa4RxZRhCFmXM5jjTmYw10TChVQ1JnCISMrMIixEbuJ+KOlizLt1upqpO3s3dSEi0lwodyJBVe3amy0wZULilNh772bdyNVcUjnsJRdv/f7u9pvj8cn+kAHc3r0Ap5zGXA6zohl1VQPACewwN9cEZ0YGA9AwbE7CPKQcQJW6uZoThBhM8fM5mMHavkjCOfTJ+1YeyCKceUjZeZ1qSK66Nr4wh9uSHH7dfB3eFpf7ofpnb3j3N5i5H+I8mLGDPf4gRaf/RpeOM95DPcvg5tZbY2a2VZeCiISESZs2ymS1vfjyyy9+97vbVy9HYeLkrTZYYihJbQpgmqaYcKQOB0SiFsNE3LsKIWUpSYjcNqHTczkJQJC6NVqy1YN6Hg57A9eDxi6AhQKeCK1hDByurmS+Zasifq4e0BrVE5GkhBWe78Fo6G6R6xGTSBpL5mAFbYxLc4sQIDEYUphNjIgSJxJKKRE7OTLxvuR9KQOn3ntmIgd5hzpEhEkEIeVEHnXeDou75LxmlKbmzt0xEplaneabm5t8f/titxsA3N0+dySSQdJ9dWnO5mQEin5cU7OeQEQuHsxNmBlYhHhIOUTfbNMUOR+n7zMkzlySFBZsQLCGNJu7E7ushHxmBjM7SxkOSfJaYg4L/CsgztWFPmYFrVn5Bqu+aewIhiqzhHS5c8SoSCkpHIFSEYf2UFC9iYxIMpOIMEjApAZzht++fv373/7u7tXLBBTGNE/k5NbSsKu1LUsDMNemBgvi1CZlSuxwgoAJEsN7I3okY3KCaVciAgmRqFPX6FVVMwdv8UvOJIkkOXt4b9pKKrFfhKBdXdWJJCdmISIj27pdmZhoBSeM3M2U4cIAr+4AG2O+ZCHz7u6bmg2JrOC1KxzMlBE8FgE7M3KKTJt2w7DPQwKxeSJUs0RQOJOymCSSTkTMilWRipEEidcyAoy6dRHqvdU2OxZCbnU6TbfHuz2AOk/gDFLlfuoMLiKZkriau5t2d1VH9HapajM1hRMziGwdwBDBHm3rsWk+lFqNmAbmtNKQvGNlHyElTjlac1LOOSUWEebEMhBYpPOm4rPZ4vv1kb7D3D/0i/fvIYe1TsRgSdEsTKvcpnclWm1mpWGbQ02CUqtGHMkskVvvXZhd9euvvvrP3/zq/u4uC5FbnZe8Sx1cBrTWpmlCqHatJrhyvMy7O0AuhiyQFDcelNk9eo1QayMKAXgPc4/iKTiJSCljShtjxJ08WpPW0D2ol87sCCKJu7vYA1K21qSIg1DgGlwvgysTHOS8IjAAYjBlIl5VO84CfBInUlVrUDAo8o24+cSec96llIV2wziUwm5wdTCRkggTiDjRpva7nUjeiSTcpCSWRNkNqp4SE3H3niAiotbaUufTEYBrL8PIMjSkZ1fXMl4OwyApu5NqczWQZ4JZR9Outa2UCgbA6qEBatZXfbVVKDO6F8hdz/8CbLrhXByOf9UDdVcRSjlLFk7CiVkkhPbPRI8V1P4rxIvTW2zPh9GEj84gfmT9zBy4IsX489ajqh+KF6FPTQxhTpCUqJtzTkLOIFW13ljEtfVlnu6m5998/fv//A3grfX9UMaxQCAiy7IAIBKgdwMYRJRTXrEaW8HgkoQZiSULhVyHw4RYiEspqtpVzbQbmmpvpgYw55QlZZJQ+g0Fi6YhukKeEiMlV2ZjCEHVenOiUorEGW0mRKpGAo6pluZgYqLuHCEl8wq2Rnk/5ywITjkBwkSBeAKgRLUSyHPOWdL5TDezUsou5yFLkcTM7FwyqxoRqwPCaibMBCSmFJ+XazS3ZyljHlPOboSIqEkcLJJzSgCGlOs007UD2I8H4lzGw2E48P56PDzZ7Q5gCm2FKAOTqiSibu7qLGYWoSZRGMI6BvBs9CI5HgnTN+sAw0k78VqBCeTNWmuhypaz5JzPLFoicidCIRJnURCczDxErD6UZ35cH+rRbKY3VUrPSH6s+DnmoEeornDbJLWizMAcJTckj64zchCNaYUw3NhIQeKm5sL8+Z/+9Plnf5imKaVkvbfeyzgIk5OZ86MNBjAzp8ACzEJP1IUAIEJnimZoFsADg4YZQdR6VH9aZFHCnDOTeAzwOjeGW2eQuwqDnJuqiZALjAmmquB1nsf5pF4jfhFsqZvCiIhpnTZzDmcjaZatB2+N9WP2iBtDSimB08dzgviQUhqSlJSzUCJKIDI3hFzH1hHsICIBJWImyikNpRBAjnU6H8SYViyduPc+L5wS7zktS6vzOnGtlIHzmHKhVMbd1bA7jLsDkXQ3d09RJO7tTKUJ7f2opq0xTISWxJA48wE1wM8Ja+Aw5uROcX9iUA9gqkrsrdWI2gE4guZWtRk8AcLEIFmhnQBw/yIfn/zNnqOzs498LCL7xzsmlAoV7hqcRAXAxEWEQecOSOoOt0imGXAzEmF4BoPApkX4T198/uVXfwQwDMOpTadlurq6YPJuqk3PuU5JbJyEsxGg6l2hBhglicJQ2lLlJA+1yWxE6N3cllarqSMlkVwkZxAFr339rKoOhTlgSQhGMVKjmXr0DqkG6g6zIHyBSFgyC235k6qyU2I508gARD1VCElYiJ0pCVMoLSVyI/PuijLkxAJAyLdSQR7HEpuEYWTGFveTSJjcgu3JFFbASSQzIwmGMS6VWXIeRMQNdR1RSLWrnyZh7PMwc5tOtc4dwJAGzqOUkcogkoQH4gwA5kzrYY7zSO3VCTKzrCSCzdxX6A5b0BrhPRMhvnwIKNwRiNbqqPeUMpGnMm4yRB7bSdpSpaOTGeAACxwE9mBJvaF29raVftDczz85vZGwrq79cQRvUQ+Ih422vrUkkkOmxxymaIbarFfXQHoDnpBxLJQlAiOq2mt9/s23x9u7nHNKqakvyyJy3VqrarVr28ariwjFnEnDSsxyY14p7EXSGik6EYQZoQKZknDK3syAHt4g9DZYdB0Oszo9MjPv5GBSQEDs0O7qym4sQkKIaK21FkEIc4BDvEFSdIaDopK/hvgOMmehxMK8jjwmsY3c772jey8p55wZBiBnGUMOaRgCmYGqtb6ls2ym9ug7ElBObEihlSCQzBJHSsxsckPVqqokEZy4HJddmktK81znuQIgZOEinFnGUsacCyjBndfieCTT7KYEgoRiPmIsT/TaIjjZZtbXBkTfeiPJQASOBkpnB7Q32hh152EQKwUAQdQDEYMKMSlZxP5sJtE/Ln8FMvNWDHS+0moN5zvrWEGIwKIMcE/MSVKWBGLMM9QwV52Wejq2ae5L7daamycSTvvDbtzv8pA4i9V2/+rm/vXNMs0EhJoAhLtjrla7tmaRD8U2A8x01U5ycwISS1DSc3o8kYFNY8CLgtdK0PplEILpgTghejezs3SBQxl0HiDu7trUQaYYhrzGP4ZWO5yGYQjb2i4eCMwq0Z1S8PjjQxkEOUmJJiV3s84QYUmZyVwJ1a0kLlkYzMzDmHfjrgwp5ww4mZs2g3e3NY/upHBo9PAhCRVnhBKnsDBblhjZsUo4EkQoI7OIqvelstk89jZbLdoXAyCSQ7hGEYM+AzeJQj/D1VR1abXOLMg5OxjCLKJqQTp6uG9bT2MpUf9Y4zpHVI7MzOepMvM4jgDF3LWztKXIEHi2mWk37VSbqho5RNaRglHswaO5zBGh/DDvbm/SbeItxuZm0DqaNgzH3aK0SyvlFL2j93ac5pv7+e52urmb7+7aNKt2y+zsTGl3GHeH/f5yf3F16N7vXr3W2rRqa83dUkpD2U1zrV1r99Z106jAeVxM3FQiyDo0JqeUhBPROh0phIqC3u0EdepdNU5UETB1Q8Tia3NqbBF3uEaMAlZymKpZJ4CUouy6ngFbIB6RcWA92IBLAMKScg7XDrXOLMxjLjmJqrp2gBhIjEJCiYzXeDUxDTnlnIdhGMdBSmKOITVuxKpC0uEEJmNKBNtIKev8lQQDsXAicaaYSR8Sgl2NmYuUDl/aMs8TvFzWvix9mXtr6whiA/Wu3Kw1pdYSIldhdoV5620+TqfpjpnLmJ2FRSCptSagTYJqFamMUzdyv5RSaC1gq/TVRY/HY95ay0zRu8/zourjOKZdFkkgslWTDb15tBCEvuYjGc0QNaLvZeZvmfvjMCZ+jlYa2oSDsGGewRAwMgaIkhO0VVva/Ppuvrm7ff78+PL1cnO/nI5Wm7txIhMH+DTmNA77y4vrT64h+PqPX7Z5cTOoLW1JiYfdOM+1mrVuGjVvBQDrWE2fQYzMzKnkXIQzUyISBJOFfWt6st7N0G3dKnY+Ok0V5j3kqDdImN2Z4AxbZ14DpqbODpH1mqHOTqDCW/PeRkzApkQQP7CDSRxqIIYkopRSzmkrmxtMU+hpJwJEE5t1Ji857XZjKSXnJCngSIBAjLMqMLHA1MhWjgOTgIsJbXS2aA9REHX3rUWdQAqzVVfQW9N5qrPUkpYIZlpTtQpwyhZVAl570pmE0BVAKPZEiARQPMHdlzqflTfj33DtT58+jXZv2kYttrbMc72/m6Zpubi4iEA4lEh6t9ZURHO2NXQlIcqAdV+CXmPECtomXayj1N7QqXyQIv0ucw9rPhs9O0RC78e32pHb6g7Z1gAeIWZlvek03b14fnzx+vbr58dXr/ppRu9ikETa1JnMbFoI97wc79tyNKY//eEPx9s7bdXda20kwy4Pp7lp9yigwili96CBm4HWfh/OMQQgYNsNqHGFE8y8q3U1ASmodVtJKywG1q3C2tUJBuc4vAM8RAjWwVzNfBXaWjNjNQJEopWUIpQP7/64ght7gKGIcBPGSJFNilhfW7GciYSRJQEmhNo6wRNTCZojnA2couVa3QVJrROEiNGtqTVzZSR2YvKobFBKcaCZe0zmOW/Lpam2puYsqZRCTsvS2q7XWud5BjDPs+chJWNOYAqpSiJx3+KPrvMynU6nMqRhzCmXnLOUwd05l95ruJU4V2MKc3RIuVPInbVaj8fj7e397c1xWVpgkSkVJwGbk0hmkuTEhlVphMBOHAJCIdYCoHsXF15Tik1blzb5uu/07lHlQ0zjdcPaMcnJV+wn+BndvcMNig5zHXKxromA3qjW5eZmev7y5ed/uvn6OXcdwIEGkrkQRVGm1da8T22eTjeL9T/98bPbm1dqjYiGYTD103FiTu5x48wiEwNY2NxYIAmyEqdI4CEPh1A58tgApRvUcweIc+t9rjZXT8kzElFSb/O8dDMAiRkeWrqUSyqlMMy1LrPCkQU5I6XE4F61og3DMJbdWHaumI6zu0/TTERSkitEkiRSVbhP0zHIPMRgMoF6xAyuDIMbkYtQSgxw67MQRHjIUhKzx9bysexyzl3r3XKrtUoiJFlaAym0W2skzpyjbSv6q53Imd2N4MIkaegOJ709vV7m3kyZ+dn1J3evXy7LcjqddmM5TvcAlmVKxFrV3YUTSQbJ0mYhglpimee5tXbz6vXl1WG/3396ecVDaWqXl5fWOrBb4xle2eqSuEjGNrQFBHKeT8vXX3398tVNHnfXTz+p3ca99N44pcvr69YanM0JJF3NHWkYvbZomBg4D0M2C4DhrUoTk9lbcnQfNPeY8aYeGmjuHsMXSYMAusbuznAXEAQSNHYwkzCZaZ+m6eZ2en1j9yeea46NCSIxdjjUoWBKMDM11tZt7lObTn2ZobYVQXw9W5jUqduWBALqAlicYUKhu0JuaqqPmmLJnRqaO6kBzurkTk7siKFhRAbb+k0AdIuSXeitAGoOc4U72MB5RX7SOvIGWWTIOTHrpvce4EMEqb331tXMBNJ7ZzhSVBBMWzWKbb9uTve10xzk1pUFJQVjtHsQFdxh5trILDFaYBghI6ldrZtZSh6JoPXea3N0GUsphUoCUXerTXvX0zyd5uk0V3cqpUSSE2h5fBAAtVYadmeR2NVCH5bBvM5L1ypyNZYh9BIEpGsjC4kM7h7HeHQ+bC3p4tqn0/3d3d3rly/v7+/cnSimralD42w0R157XnmbRaceoYfzBgdu3V6B9fgDdzUM4PsE8SlB1ddISKPFwF0MbCDDGWkLRqwxqZCqAsRgJrFm0+3x5tuXt9++Wm6OqB1gsBKtjMhgwW7dpW5Va1vuT7en47HVxTWQ7AgnIlNYeVRqYH5gXAScm4hTSoC33s4EDaxKvBYmbh6t0+6OKIKZxZSEGFRNBnINFvV6/SgJ8ZqpgHklBkv0cLoReUpcSiLyvszT6dTdxnEEUSgpnEWxBeLuJYlEH4Rac3PXxAxTN2MmuJl2RdSmeilpHLIwELodIHJYb+pCvGJQy9KCpdBac+1MlIRLlhgsVesMluxlLEPejw4+tWVe7mutx+Nxmqal9ticrTWDGcxDKXg+ATjOJ9ntBrK1zSXkh9d7u8LbvVdrPRGnxIDChMm192DSBTQCZjBZ4CeBJBFpa/e3r188f/7y5YvTdM+ShVzg7mrWARcRduKcQkqIEHFmkOCVHhRvQ93+DeDynWUfVy9NBESHFPOZt67snpgCQ4IZExtTAoU7jVnMCQyHtz7dHe9fvJ5e39LSilFmZjMiF3UjI1GC+wr2KdDrMk3HY5tnbZ0dLMxYDVPXiSsxT+tMMyJyZqHIzyRwj9CNThI72x2q2pTcHTEtQ7fJvA53b9qJvOk6MQlbwyX5A0MG1uHGhJQQRcn4TiLTjTYRM1uWZZ5nheecz9lqhPLMnCgxszubmasxeiUmVydgnesoZqba2AEyd81pzDlHIwGtOjYAoNYZEKEsvMBaW1TVegUoJc45EwGuMCX3JCnYCiml1k1rm6fp/ngKoDD2c+99nmd3B0GtRfYJ4HQ67S+vnUiEYooCc3AbV9Sd1oYvA4zMvbe1fsTOUYFzN+uCHK9aacLmsFan0zQdp/mu95qCvpZIEsjVtcEJzmZRijYgvuXti8H2PzJA3mEsPrL7MMzvWsnB6/Z56zhwjg4tCsmrqAEnUBL3tZ0QgM693k2n1/d2Wor6TnIBa0h8kYF0nRdq5lAjZzia9nn2ruIx79FbEFfNm9oy1yCRGx71kQDA2hDpau7KWEdJgim0hFS19yBXARC4m0erAJmhdyPyrq4RufsqE3RWCOu9R64ujJzzWIoQ9V7VtJRSShZh1V5rrXVR7WZWpyko8nFsK1zkAWnuvWvrjJ4lBeoDt0Qs5K7k6g4SIRIpIpklyDaBSEaPpmo3AycSESbqrS21mvWSh2EoOTHUeu8OTYkPh90wjolZa5uXejrNp+Ncp2oWeva0tKraljoNiZOwmfbeQtNqmqZAVOWsgODKMIpqvxtRmDVMAwjoyRNIeENIyC1G+zwKgrTXpS3tNJ3UWs5ptx+IvZvlFGxBcw/Gu6q6ach0JkIKsJvhvFkwu/GKS1sQV/mDQ3Q+au4WDQyAIXT3XRzkZFsteCsQk3gKPivRxm01a0tdTtNyPKFrdhlYUqTRDCKGKTmZG7sFI0XhbqqtQ01AQty3QLZ2rWqthWakMBHAQPcNygIA19YswA1mIYZGIdu3kXrRQ+NOJOZkYLC5kZmpu/rKr1zjPqLEHnav3aIMnxKGknLOri3C0HEcd7s9gNPpNM9zzHDtrR11ZTqET02bNwxXaq23eRE2KSC23rsAmigbyCUq5VkopZRTYsSUQB5KziUFdT1AJChiXrFqb3UhllLSOI7uPs9zX3pmlv14sd8jZbM+1XZ/XKbTSev69oJ4zdoBtNb2wz4lMetqLax8mo9nc3+jmk4UDLi169F6rXU+HdccgFjdinYIWyijxLiqleNgrc73x/u69MR8dXVVSrm742WpMT5EGASz3qz32jtzYuacHUibEW+ROnwNZN4w7u1r/EG4e6PkwUrwNY0LWoOD1ygnWs82jg65BjiUnKCG3rx2W5ovSolFiBy8AqLEMDjEA0h0MmcotJs2uAaufgawWtemVlVBqxqRnWNrDg7mWutJDM55swmYhSKkmoVH19Cni9GKBHF4t1BPx2MCaZy8Mc6C4blgyKnkVTvSXImolLLb7Yc8Lst0e3M7z3PADda1qYrwbrcby1hKCXTSzUFQ77UubVmSeGaJPJ2JhCSLlJRK4iFLySnnLMRMCDW/MackDMAQSPMqjLQN2vYsXHLKievSe1266lB2eRxTSgaqtS3TvEzrniSwiAjc1NxDdBbr+Fg3mAbjPIAXdw8JfGJf80JXU4X2QNbNbJqmV69e1d6cRc0lp2EoQawoKe/2g6z1Y4OZttqW2Ry7/TiO4+l00l6ta2IKdlAQP3vX3jtBUypFCjlHE1xYcegUE2z1sDD2aEtgRH7gZ+v/HubeETT1oGm7uAlTJnBfBbrIjCJ7YRCcsyfrSYogACaEcmzvXYk9RMzNmJlgRGTaiAI8io73B3m6FcvffEc4EF8nFIWbiSiLz0GbE7SDN26/mTmoK1S1u28dTys/w2NmAMQoWovWe8KIPekEI2ImF/KSMZY8DqUkDl6MryH7UPKeOdXaj8dpWRaOlIy5V8jgYxn2u10pBcA0z23pwWKy1ntb2NiLwYkdzB6pds6Sc8pJgvTLm45fkRUsdyghFJq8d+296aoPTGdA3aGqClNJNAxD8O1VtTVtrcXuwFr5YmiQ9mGuWJUzDYCvLn+pWtcnb1IIwAohqfYWLzfM89y0nualmar5OI7DbkxJsqTdOLod9kMREeQgRncyF6bdMB4uLojo9vZWZIn7n1mIOAT9tUd+FsHnJuS9aWtuzik6xQ1boelRVvp9Q5qUCGZObBJha0rctU0n79bqoq0nF4DJwMxeZJkrF2YA5YDayC2L5CwYkpq33kmYNqwdMBa01k2grXUxg8/L6XS6n5elQpt50zVnUoekXAS6FrjcznoHLAiI1KM3mXo3wJqjq6qh95gHDSaoQ1WZMjGYirJ602jCijvDQsQEVzLALGUSoiGni8Nhtxt3Q7beeu+v726fXD8byq41bcvx/v60THVZUARcwERPr/axDvvLlNI8z+Ts2qw7EY1l2Jfs1qOPk0Gl5HEcL/aH/X4MyGUsOXN2d4GPOcUREdIUKSWzxNrNdFrmZVmYeX9xKCm7+zxPrVUWpDREKOVg7a5u3XSJ+2mOlOHOnMYibanWq5r2WjkPbl2NI1iP2D0cUO89pQJhwLtDROriOZWSx8snT9s8lTIIp27O7DEAcJkWS52DMtbKOI7ckFiEkBOXYTcMA4GYknAuWSSlKHWDKOdsRhd5r44kORxr4BEwMGLgnEdZKjN36yH3x+9Y+aZNeuYyPfrVJoOToJVcBchAEZB1tMXm+3p3V6dTnxrMotwqnGhMuBzKfuSdgRPcSpZhKMNu1LsTKxlTQB/ESs7uFvou7HFGeXNdtFftp2WeoRWo9sD1DQfjIAsE/Nz0tdLr3N0Qws6GMP/avK+6onDGWggOZSKwszCIWUnV3HxLOVamXzh/4rHwbijjOFweduNYlmk+68+kVFStzssyt9bcGpqBgOv9OA7jroxjKoOwsMzuVpc6L0Q0jsN+HLNwb60vs5sTuUhIe5RSCgutWjQb6zNYQMTeWu+9llIgnHOaFmqt1d5yzvv9PrFENVRVc865jMMwAAgB7Phee7elNlX3rmkczi1UGx2jm2XtvYgE3gA1bIKS5FFoxpnpnMuYx7q/uHSC9rrb7YZhMLiDc845cZ2n1msiwLXNk9YlJw6NnIv9mMoghN5anPmySW2H3x5SIRSRHEyBIMVE/E+P+Ljno94f4JoPYo5v2frjR9LAndwygbxjrmiz3d8ur18eX72q81RPC5kzEZyZk2cZPnnq1xdpfzUcOpAZXYpwFk/kROoRYWiCR2E3VNYDMaympzrfTfPtshzbUmEV6BSD6dZG85gbrKG1syFGGgx73+CpyE3Nu6E1WMiVyMqCJhZ2EU4GCWUsM6wKh4RETA52o0gwOqT4kNPV1eXlYbcfh5R5ma1rDfDRHafjfHd7ezqdtCMJ9gXjWK6vrvb73WG3L6XkoZj5/Z3W0wS13WH35Pr6sNv3tvR5qbWatuvLw37cXVxc7Pe73VBYaMMcQ+U0cV4hHQgLZ84Jpq0FwNq7WWbmlAA07UttZrZLg5TMKRFLlMYN3N26aWutdgMLUpacaOvxdUWodLM/NE3rlnOTM8DuTmCKvnHiVGh/cCI6XFzCrYw554zorhMWt7ocp+O99cawZT4tdbGx5JzHcSzDiGEEMXoDmaS1fXYlERgkpUGEOYElmgw3rUU5k7XYjVfYh7Cyh96og9Ej+sBjF/mWgweQCnVigAhLxfF1v319evnt3ctv59s7b9W65qC/gV2tEe5uX+yeXrerZ9dPPh33V5LS1fX+ybPr08uXTqQKNyd2YpZEUO7qZsYmBq9qd/Pp9fHubjourg3WowQu4CTR0iGUO9S1Ex7aq9y99hYjK86fJVhgRg+hKDFAzCRAEhmgVJvW2h/mS/I6wy7UpcVRBLuxXF1e/Msv/3ksmQW11jDEi4uLYdjN9+3u7vj69Ukb9iMu9unZ1eXlxf5w2F8edvtxF5Kry7KwWVuWMg5XF5dPr58w6OXtze3rG7W2K8P1xZPr6+uLw2UZUs4bbX5TuQmMv7Xq4uNYxvHCTI/Taa7L0iqYh2Fg5lqrqjY1ZnYmhasBLFLyUtdoJBRY1Ukdbka1J1AGRwE7bp+Z7XMpOQcR0FQZNORcSolhOdh08wAikVTGq5zhGlz2ldMfJfa6lGFkM+vVdJnu2zKdyHvmA7S7KZFBJHlK3KODKaXETKoqqkSbcNpaYANt7c69V1U9523ngOT7rDOEfTb02M/JehNhkKPO/fWr6eW3y+sX9voVHe9hPcNKyuJiTto7DCE8VrtNasmQdpe7kvdXY9nvbK46dzBx8KGZ3Rmd3d3gSlh6u5+Xu2U69rpYV1kBRWYSk97N1DgZXENvBBuu54xuJqHdEw7JYQ/ilG5R/gsKIRFTcqeu1prW2mE9ZvoyKBxbYmRGFtrv5OmTq3/+9On15cVYkplprUEfgPM8z8e5LsvSO3LC4ZCePLl6en15cdgdQnKMYb1aB1QL++W+cClJSHudpvn29nZZlsvD7pOnz549e3b95HI/jsSes5SyWrnklFJiQu+9wUAWxqRqtbe5Lk01pQQmM6+9t9YIImUQojODP77OUCQKWCAgASfRbiTKzKoO50SamCNTDKE1bKFUSkmIfXOrQZtTBkCgxCk4MN008lZCCPp5B4MZ3foynU73N6fjnemQxImVEmUvAEeVnmBBFoq2dAo4lvhs0ViZp6ulmhmcGcLOtAr++GOjpzVhjZvwhl9/r5tPBhd3tOb3d/evXy2vXtn9PZY5WydvcKOuUAHcu5H6Po08z6o6qZPz1TWI8/5id/nsanp515qyOZgiAlmJ4BakBNSup7pMrS+u1dQlE7MIu8E3nfyAWDZ6/fkdE0GMQtnLoejm51GQYANtmo5ubkrQrktvFIV9Dk6OaTfwOocFZEiZ9uPuyeXl0+urw24opbRWI4Zm5lb11aubedKltXHE5cXwydMnnz65vLrY7Uq+GAeC1VrrssAcTBe7wv/06dJVu75+8XKe517b1cXFp8+efvrpp9fX1xeHi5IF8FyklFRKyVl8K2UzcylJvbfWptvbpc6neV5aMzgJQ5g0INm0JRUppcI5OVHtDSEMvwUt3bT2DpikTEaRzTDF6ByJPnEGZRYAQ8qlFKHkZsys6x1iB23ZIGElgLGFQo7HZgNyRl+s1/u7V/evX97evOp1hrUsnLIwNL4dkCdCSmxFUmZJlJJABLLlnFFKdd96gh8c87vrQ4+ff+tnxek3X5JSHqw3n+v9zf3r17d6eyd15q6ZwcbBh3X00KTIhH6c0dAkt6YgLmXcX//ik08+uX917Ke53qPD2d0CUYyWaaWAm2ZtxzpPrVZzI3Ym4Q2k3JY1jRhdOPQeowa60pAjBndDj6FL69YWYnOyGP1lbnBtTbWz6aozymxMTm5MkJVGiJLl+vLwybMnnz57dnV14abHk6/aHma99+NxnifkjMuL3bOnV58+e/rk6rAfUhbKWVyRRTwl692AXHIq+f643N6fptPJ3Z9cXV1dXT178vTy8nBxOOzGMWdhppQ5Z+EkKeftA647mToiE53nuWln5mEYSBIniQqudQ/AMDokiEi7d7OcswuJuuTka2dgN1DqPRRhVxFdRzAo8UabedmUEdan+Spgwt2iJQDGQTEikLCIwQ0skTC1+Xi6efXq5c3Lb+o8JfauXluqNbc+SquRVBEjJTGzEIFb0X1tgAEJEZrLxoohitPb17EAD2HtI7/+tp3HUz6yExJRtl7rVI/H03w8odaknVft/bXJAwHvCBmQR2FJbt5rne7vx/3dfnfNlPf78VXhDhWoUqi9MZIQi3cyeDervc1LXVqtvfFYOAkJG4lptyhyEavG7oZg5btHfSFk7oIJF6UlWyeMcoTsYCa4rpNgNmVCAuDMlFiIia2hmzBCUHI/lidX17/49J/++Z//ieHH47HOdZrm4/108/qud5smMGMY5eJyd3Gx3+2icY+FvLXK5CkzS6kVtdZmRhCzbt7JdTeOT55cffL02cXFxThG30ZwWiQUjsFBwwoZtpAdDgm+NXPNTKExV8Yh5yEYL7YK6+Uk66nQk4kqKJtaSnp28IHk1lqjJrDaisPJiLNI9NQ6AuNgZhEIh84GR0ECTJEvEZjXMIOZdFUmWxia2nQ63tzdvb69e3l/f8PkJReE2HA9Ho+ZUyo7Q04BLkRSDW/uSlbdWF3AnZBJMpGLSAQjZgZSUAd8/YHWiOgRJsOON1z9e137eZ8keLJFdanHm5u+zNIbXAWeJeQpcc7TAZhwc3NGIupdbZrq/X3d3ZbDVRmk7EreF6OpL83dxAVmnVR2uVuvtdW6BEmDmQ3EREqsbuao5lW9VdO+NuXAojMA2cwIhZOZeciGGigkOENClwALKkR07LhaMGOCWAYmARwKD1XQAjiurw7/8i+//Odf/NPFxUWW0ms7HpdXL48vnt+9vrud53571yVhHHB1tX/69PLJk8vDxa4MieG9d+FgmFPOiRM52el0qnXurSXCeHlxdXX17Nmzq8vLlBKRRh9OzqkMaQ3JQnjHeiqZV2qVr5j9uKeU3R1EnJOkQsKquj+s3VVuK+dHVUktpdSVRslmPuRUzpLFHVzIV6W+7q7EAJNCLaQ+gzgkq6FQSoGOE9HD2O5Ifa0TObGaB6gKMvO+LMvr0/zq/vjqNN20PpUsCurN+mmpthhc2Q7eZBjNkBLIqenSOnMTb7N2ckpgYSp5GFNKikYs7tpsoeQu3dfSYycoofIakOaQmnV6o7D6sSgHSMFy67XVeXHt61kvMVIp+FgOAm3FNlonHHEWVkefp+V0LHnYDeXy8mK5Px1701pdtYsTxIAGq70uvdXemvZua3Yf6Lg6mlpTbeYaFdGoBm5jscghDnUzjyY9cYM53FZB2dDTD4q4O5urO4VgahyKEQa6uZkPGTkhJzy5uvinTz59dn0lzPf39y++ffn1119/+83zVzevp2U+zWaGw4E/eXb15Onl06dXl5f7wzgMJbHDLUuUOd2CiC45kXBXJcLFYXc4HJ48eXJ9eRWVI2zjaHKRUorIJhap2nuXnLawFcxcygjBjg8gchZiJklRhXBbO3GtdTPbWhCDAu3uxHzu4uXE3Ml6b6o5gqWUEqM9CJjFxMuIYAqnHAjJw2TZIMCYq0NFAFLAQS2cpfZm7XR/+/J0f7fUyV0hMOiyzGrNJ5+XpZp3uAPZOkG6uXczxeykBjfu5obkoN3uAAF45JWaC8Ad3dbovwPb8La1wh8nFYD3CCp9CMNJIS3Uuy7LkuMsCLazUZRs4Yjhg+tdMDfXQNDUbZqmfLof9odh3F9fX9Zp7vN8PE0Ob27sRCmZeTNtvS+tBZRGzM4EJnVrrS9L7bU90mBYeR3nOCzIAh7Ru4VmlUc+s6bhtk48iq7W6NE2g6uyI8LOiEGJwYxS0jDkkmSZ59PxeLo/vvz25dfPv715fbe09ai8uKB//sWnv/zFJ0+eXH765OluNwzCSSgRE3xM4u69LjHGY2eWc05S3Gm/3z+9fnJ1dVVS1m3qvBAlRgx+EiFduTC9tTbsRmbpvXkIZuS8ajsygZMTuqkHIYijP1mbee/NWo/+KQCqFHH2eV7s+nVtw2KZQZyEsGEwjyfQ+xYCRZVeieXM9HLrcV9BCtgqcBkETic3YpaSx4uLq5JzrXOv87I0dzdnTsswtrI0pSqSo+loq4V1uGgQmUC9d+5dkj1OQ/1ceQkFYXtT+ouCDviotvpdWGWCe5idqmWnaCxn73yWYdmUoszM3Jyy9e6glJnUa5uW01FbLeNut9tdXO7vb8al5GDxNjcOtNasmdZaT8u8tNYTJMhhRkutS23aXQgpkbrzm6n3+ROwo6/BJ9b3FjLTmzXHloiB0gHIC4iZ2BAs6kQoGVeXhydX+4v9odX527vX9/f3p7v7m5u7u7tWF0AwDtgddpdPrn/5i08//aenT68PT6+fDGNmUGIUYmHOwjBblilY7+6+G4b9fp+kjOP+sNsPY2aX1hdaqGvdzqqIvFewr/e+tL5TzXlYNzOYwU7cukMIrmpW1ZZW69Jje3St2nq0kPZeTdWcFBSVtkfVK39wUgF4iwhRXpk6MYBk1ekG4Ou0Gtv0HKMrIFIqV20UZJfoYgeECCLjuGP02GZ12d3dvF5OS28+DEMq425/tdtfSd4RpaYIzJjX8WxgEiaogSWB03kizSOFMF75ir5WTAAGVtX58IQfatt7r+GnUHW0bTW1YrGZkEiEyTYP0U3NTTJ7j2K0s5l3rcu0zKfd4SIXGoacs1BhLOjdiWCm6qZuS6vTMs91ado7E8G7e+veWuvd4SAm4pxhDx155wrqJi3s7wwVCRh2HUQDIiN2DjjGiaMyRaRQMCELxoGfXu4/ffrk+nCA6XS8u7t5fX97nE7mjhAU2u3GJ7Guri73h91uFwIB5BByFsmSYvj6mGi322302P3VkycxvDWJpMRCKWVkllo9xJ29N+/NIpgxVdVa69KUk1nMlTLWUI+CW3UnVriqzstyOs1TXeZ5NusRUsO81tqXqqoKSnnIuZiZb73z0WAUQa2IpCJJJJWSB0mwc1J79mgwM+9utDaZrlPuVwalgHjt9QQoaispHS7Hkoc86mGp8+KGZWngMo7j5eXls2efXj25ljw0tbl2VU0k47DjXIiT8KDutRtxyuMupyKSiM44emzUTaHUhMAEixmjj0zgLX4Yf8TDR19jN3Ji7m5iWgDmxGRMMVdhvR3sDuPM0tnconnS2c16m4/37fIiD4dSUhlzKjIzKXnmVVu3ms51mVpdp8AA3aw7qWr3QAZiwDRnSa7r3nvTrLHSCqL+8SbsFLx4QkQrQT9kB4ScXN3UHUmwK3y5G68u9peHw2FfyLWWMuSy5DkdWGPSIvHu4nDYj+OQmSGJzHrri0NjxmQWXliKJGGklCQTJaHakFJi8e4gW7UAQkWLscl8rvvTNhZoD7nWpiIrIVFDwQxWe6utVdWYibK0djrN03Q8nU4gT6F8AdQ696U2UyIpg3fz2lU1ok3mHn4gJF/yMGRhzTmLEDt8s4xU8ipM4vG1BM2K3FbBI5C5W06c/IzUJRICD8iSylCktNZymu7vT+NuGXc47PZXT66fffJPh6tLYlmW1u2u1cWIJe92uwNL5lJUPVfnJCRJJIMpTunVcA1E7GZuAlaiRGRAcrfHTRDb3jb4x2wdQEIiALmU3cXe9GR9iqjanM1XqY3QrhAJFRNmZlN37UxcmEzrdLo73o/XOY+7fHG5O96P97d3bWmFsyRWtdMy3x2PUz05GQkbvLfamZvFN+GhrUUumwjPuVdytfX4FKtQBgBCUJaJJLQGV0k6rFpgrp3cQMru0X56GOXqYvyXX3zyi0+fXV1d7McCM7aeRfbjoE27OjiBaRzHPGYhkGOZTtqxzCdmjn24qbfTWp1hBNkrpZRFcmg1E7urgcy1tdpaFUksiP+dy9qxTtOy1B5ZpsJb61317nialmWalm6q8B7nwLLUNpt1BkniRBxkIgSE4MRdw9xDoWnpvTV3qAjlMQ1DgTcndHUn12XJuQCIiVQeQt5JyY1d3F21tbq01gIkLYm3YnAmwspS6hWKebLaWp36sjjzeDgcnj55cnF5eXHxBHkHlqwzfJlOx9ZaHi5yosxRyHGiGLs2xFFjKxEWpnAXQnZ0U2IIJDE5XHztL1+7ITdHstXVP5aqMkhQdmV/cajLXV9Yjatp9FGGNrs/SJdEYxy5G7kmIk/UybWepvv7i8vLNBwOh93usEMmhTfv8FxbO06nu+P9aZ67qbk38+6qYlH0EBahJJTYsc5j29bD1t16tiggygDpQr4/7g6cHOxKJIBZ7wwTISF3Rsm4vMifPLn45MnV0+vDfhwkUV+qMHZjErpoTVvrLDkNJeds0BBWu7+7wSZyYn1VDmJEg98gIlDNKV3sd/v9npl3OQ055xgAFvlOV3clSiKcUuSg2xdk1Jq2fnR3iOSc1bAsTc1e390fp9P93Wmqi7pZdBRYi4GW7p6Ycs4lSUlZEqmZEnPrVU21p8S5pLRIreoAbbprMb6wqTpb7y21AauacbSSNHkI9z0KW/M8995KSs1Dst0BZgi8m/ZQ65+mOs+1ta6ed+P100/+6XJ/MR72SAM8QdlU6uzH+6W1Vp+YGmfLUdXl3lMa1rYikJv7yiZgUxCJmcZvCYkAwmbu9GjQ0tbn8dF6KxKspVG85ssnlzfHl3pKalq7tdYzcWJJMSbKe4ymyDFtGQ5zZhOnUC0X73W6TzkPY97vx+vrazdKDAeO87S0earTXBdFAIroBFPX0Od3NjciE+LoE2QJPWcFOjOD3XrQ/+MjrQLqThbSX2ZmuqJqIBU43EsCwRNjHHHY5U+fXHz6ydU/f3p9cRjHnFqdWz25VZgKmzGoZBKWxClxSPsuy9T60WFqvjUVdVWFeUppzGUYhpIlEc/zPJ6mIadTNCWVlCUlYWYk4lxkLDknDi7DOVmKroCb21sFSh7BzZxq7fen03Ga7qfT6XSal2VpdapLPFm1Z6GUuGRBlNeMXSWa09XNQL33Wmv8rVTAAkmUc+6mKSXTaq6tLjnJGsykVGt1d2a2rkAPyjcRlVISsblq6wS37s16r75gWcNJ1daXpVpXUpPLq092wzjsxv3FNTHDJURbWmdTYRqYGJ6FR+YCJZCkxL1p3o0AtFuksIAJpVCQLGUkIuYUzMjWerjcNwjAW3H+gxMjV3MnTYlll/VyN1+MOo9mXV28d4c5iDmnwAXdCWSbuIvQ+kfYSV17m7VV185su93u4upiWZZlWU6n43E6TdO0amfSRmLe8k43s3XkTcjxxeTBhxI3mGAeoFlE8MRIkijk7k3N0d3WRnZyIY+m7ZwgjCHjsM/Xl4enTw9Pnxx2BeK199pbhXdmlwQHkrN73EJ1pajtOtk8nZr12np0CbUaDt6ZeRzyOI67krOkIUspZUjpsBuGnHQ3jOMwpJwSS3J3NuvuyczMurOorypzx+Px9d1dq5rKYE5NvdZ2f5xuj/eneZmmqfVetbe2quKlDAtRmsyrog+AQFdUHWRwhVLQMNaRNaFzBgTyop20obcYhApsXUwxeUrEt+4qZhERk26unRfiUASKpjQK7Ta4E6TkMacBgEgaxzEPO05pazsKQr+N48V+v/RupewJEkOGom4uImG7zJGhudmqOLnOanUhyLrBPDk0iourLa6Z61lU7MOpqnslVhrz/nJsT6+hc4W1k9e+hEgFmZIkokQxusDNzrOQ3BhEUFLVeurzrk0Dl91uP1xeHqZpnmvY/FS1c5JxHEFWl2VRZSD2k6+SA+ZkcFYy2ix7LSIwOWgNWwweXVclCSjmnzr0oVeDURKEPAw9CXYDX1/tr69211fjxSEJu/al9aXNi2rzaChwk5QspvrCLPTtALDnnL2TGqk6SAxWm7emqrosbam2lDyWsiQZkk7i8zGNg/SLverBh7GURC6JSZlURa21xhAPSHFudan1dDqdjjNJ6kpL6/PS7qf5eJrnutSq3VaunAiYwZIkSSrDEHIERUSYGK3VbBzChmZGvAqVdXOW9YhXOHrvS3dt0EZEZzjgnNGyiIswCTja3wVJ3HoXJ3KO7mujs4oyQVJKviZ1oRc7ogyBKJx7g1Ie9ocLc9em47ALBCSmYsd2c+u0gqe2pfLNTGExjiQwygd09ePcmA+au1kjGCeT3XD59CqhnzJNN0LkutS6tNCtzbSCulETDcdLAHtjhzLQ2zwdJeeLvBtyGoahlBxKRgCGYbi+vpbdcK+13d3N81EdYh79NYhmW3c9I2iARY65koQIm/Kou0VHJQO6Tgxd6WLESAlDRsooicZBhsy7oVxfDVcX425gQtPerfXaVkSPSEJDhDjxFrc6OTs5EQvUg7fSchpyUZKl27H2Wd1qQ9d5WZYp5SFLlpTJdjntxhyzHrxrV0HPlvPqKlszsJwDD7PW2vF0en1zay5L06Xq3PppWmrH0qAKEqQEKchDyTnt9+NY0jiWcShDFmEjt6gZEcXR6cxIlJw8paStAnAP82mwXlv1tpDVLA8nQ+9VtZkZb/EiVu8S8qsx2mkLjYMdJnlN3IP1QUFFYJyDTvdQnogG23EcmKm3Vkre7NXdTd3SWTtoa1ZyN0d3qHuFsyPkXmw1gzCWsxffpil8t7lLopDdR+F8tc/Zh1HKmE9Zptv7+fbUlgXajCRTiBbYuQzkrjCFgwHvtc/HVkZ+As4pCZWUY2ZgKeVJkuGwP9S5TPen3k/a3FxDm3TryArhL7VQ7vHzhzmrzER5IYQDotJqpjG8RCimwmMYsBuoZLrYD/tdHkvej/ny6nDYjSKSGOiNYMKWE1pzoJMkkRQzcRyBRQJwSHSgiXYfHQ5u3YZpYhqI7+/u7rRpm7G4C9choSRK7LWkuogH0U9VLafdjhiwTYOJNUQmgmJOScys1to6pqVPc587loZuiLkFxJAs41DGccxD2l/ss/A4RCZg2oNNYStvORjiCWBq6ssyOFnwKZa+9N5hPbqrxN2w3kpsKmiqzV2ZDELBbu/ayRsROMVRq0AMjyEhyCp9EfD+2eYM0GB0hB8jApgTCUvRss67hQDsZBF0W3QjYx1KAYdLJ2ZzdiIDuqO5l7MzPI9wAvBx5bA3zH3lmrmCHUNC3g9R4SLiJO7UQV5rX+Xmom4ZUl4KV7iHPIdrt960LnAF8ZjLxW5fShnHsduBkxzIh2XqN7Q7Hcfe2rKIhcr0Wkgwi7mga5eqryWStVF1q6KyiNBaD1E3g8XMS4CQM3YF4yhj4SfXu4vDuBvyOOary8M4jgyDuc5OmYqPpUjvUZRhoqwerc0IxrND4QxFb80UTVd6VKva1bU7U9JoNwhZSQabM9BaJ+9FeMhTESkJPecBZXVCpiAj8lzSOI7jOEcNi5PEqIYWJi4oCQ5EkFBKyXmQXETE1JWxNFVtBIdVgpHb/rCTlJhieBZzkqa+6dwbgNZardUsRkysQUwwyYgoCl6ttVT0cddzTGYO54YV9LS12BnMMg9Koq/tZOGN3LHKetJa+CSFgFk4be4/RpSzs8XuWnlPRERgSZCEIXON4R9MoWexYrdkD+ogsR6IYh8191onVyV0cZOoPQ4578bD9ZMsJXFuw6j3kx5PqN3UZA1kVl5BfKptuihanevxviANw/D0aXr58uU8z2DnJAtscT23CUeiGbgKmZGH/JtrEHjx0JkbY0glJcRtZg5mFYIAbESglDUlDCNfHsb9IQ1Fnjw9HPbDbshZ+GJfxrGQw9U6U7TPDmOCs5nVZqo+Lb1rW2rvvaubu68NWca16dJcHea8NJ3nWlWnWkPSKWXkhJJkzCUJRkEWT6lsg54f5dyPQmRJKXxBKdM21SygXpOUEktKxTza88yBpdVuyhzzRwPdB5MlNmGIUNEiZsGhz6mkkrvbUqel1aVVVV1ayFubNyVABEEaA2DwudXT6XQ8HjPlZBa9gtZdtQkZCxLc3VYVz9D+hwASFZ8QrnIwJyXrRrxVNw0hikcerYMUk3A35VR1Nyh1MoqbEwIWUNW2LK0v7krExMKSODrYPFy7gfpWa/ze3n25f0lEmUjR4SYpwwyMcrErScYkSylLTjNTPU2oXXuPnt2t9kMEZ2d2clBf6un+nnjMhyf7y/14OAz3d02rCaFrU5ur1tZV3U0oaLoaybe7uUWwt32Eh09BxpzdY54jY6u8MUOyRc1lN8jFoVxclsuL3TDK5WE87EZJlIhSkpITEbl2cu5Qh0dhyI2cFp1qa3VZ5uNpDspXNBlB0nzSueq0tNbNIQrSbt2MCMKcsww5DyXtSmieI5EJ6b6koMZvVK219mFYEQ2Oqdwiu91uv98fdnvhBhIpjWVgyVKymrfW5tprrd5dW+3Qo3URGrJk4SzICUNJyNJqjRYNAQVLLJmVPBLdwqh7r7XX2hHVCQRCWEgGAO5Ua1+maTreL4o011pKShwUMBVkgZQUfOyAeEACctAKEsBgvasTVIhW3tg59TKDa99yME4pmVlrCwkDa2N+W3NCd4pyRAvGaM7CECAmrG1FdXdQBNFnWXfDpt/3MXPX+5cAFEbm0M6OnNKQMiAYUkpXaSh5zDTk9pLm21siLzEqV5mMXY3B7EIuIEDk7uXrMlzlvYNp3O9Sye3O1HBa5vvT8vLVXbc0z9a7t+q9wxUSPEuCJfS2Mj1SJhECTPIaIEZk76TknhIxPMELUxbPhXYjXRzo6fVwcchjkcuLHVacLTh9SlHp9N57nefZzEBihnlelrndT6d5rtNpaWpEWBE3Qqs8Hfvt0ZYF5sqMUlAyJUm73ZiEBD4OZbcbhpRzImDJkgqTCIW5u7t2893WmbZJSiF4/61nKYfd3ux+dBtGgXAZMjN38+kEa3Pvtc7WGnqHOlhcpQ8DZA/OQ2ZJzH2pcxwmwqUMWUqzJhAY9W5L7drVlFTXeaBlKCY75B0ASSM7tdP84quvPb+gXIZcxpKySE6chZrQzLSxlyVYY1jBMI7xq0H7qLqNAeV1cGyoLsO6mWl3KStLNGCxTQEetkawHOJ0CmdKUbZLl5fExb17JpZUq6mCiKO0FKEXOQgKbA98yNy9vQ4OGgNsIdUrzXLOGZ5AQPFyOXCGjLJcji///Oeu2ptFr1ORnCUlkaU2UnTVBm/LAlUUHsdh2I0kMs/z3XG6P05TbdqNOYVQVKQ3EaOHNKvktXHRzNdeG+9E5C4kwf52dPWYyCFesgyZ9rt02Jfrq/HJxbgbswjx+uEj5rReGzNCdosZOWdVbT3o4Kt2nAiVIUn3TTwwRjjS4XDY7UyxzkllTmHKu2HV4N2VYRzLOAwlidDIpOSahLdJ58zMZkZEiUVWzdxQRpeLw+H68mC9OhlORyOkksfDLuds7vVyuLrcTcdaF+2LqWrV2aECEuGSKSdJQkJUcskp52ivVrPW2bmUcjhcLtWOp2WZ27JAgVKQEjsldaY8Ari4uBQRbZ1SFWFf5rme6tEH4bFkzUF3Yx8Sj3vPKbT9IQywNuu66cIFVU7VAfWYtsvqFsJS1jVgOvNIizutICmZ2TRNuvYRcXMoKKdhHMf9s0+2GdsWGiQthkFvw5QQlfiH5PXj5u53DBKWROwPiZo0TWKJiEkY+5TGcrVj3Sftc59aPS46LWBqkcYYgcSIe9dmejqddstUdvvdbnd5eTm+enVzPC7LEsWm/z97f7rkSpakB4KfLueYGQB3vzf2iMwqstkcirTIzJvMU8wzzjNMS490y7CbTbKKVUVmVWbGfjd3B2Bm56jq/FADrseNJSMis6pbZMYixMUvHA43wNTO0eVbUrEox5O+SaAJXdpecnkfcrkNkNk8eZFSVCMs3XKYuQqpUq0yTdPNze72djrsqgqlBvSlYxUU2cQldy9SCpdSPPXlFk4La61ldPfVfF3XZW6tNfcgjk8+vmOtWU0mriupYcMwMMWyLH1ZSim7adiN0zhV8rC+9mXdbFBzxY2tz5Khn9sxg4rINA03Nwd3MzgojH0Yx8PdYZomZga4t+iLtzWsmTtaW9yt9cWswXsmx+koL7XUWlgKPKyvLGUax/3u5s39McxbQ2uIgCtEhFXAlJJMz99/v/eupHUaoRtm3dzARF5g1ZWnYdiiaqNEgjav7O5mWQ6FmZsh1fqSq7JdVnMz6633TrYSHGvzthaW5Hat1u1835OlzLI26+E07oOehd1dO9E52M4X/omY/qlwV56JSDjDjC5NQDVfg4VJBUowaKJl9P1PP1yP7fj68XR/7MelrTlU74MOJJwl/2mex+ND3R+Gqvv9NO0GvIxua2tLEi4X93Vdezd3lItlQuZcAkA45+RMAbTC4mkKCcAcaecSEGIRLkJFuZYyVh1SxCLcLhAhvgwIJd3IiIRYQMIUEcOAcdj1FF3uG1/BEL1t430R1WHkUgctqXN78TaL6EYU67Ks66Isw1iGYRhL7avZSmd3t6YMCk8PD3dPowUKcAC+UYGL0FB1Nw2tTxadBMNuurk9pKiwiIaLGWx1dyYP79Ztba21drbezbpZc1jK3dRaIepBTCxCwXWzDbTN4RdZ8IjUWqdp3O12AO6e3Vp3IhqGgVXOZ5yp2xpJ6hUyigBMiVSQPG+kf7I7kQlZRxcKIxOy4BAiCGkhJg1YbyTdFjh5I7i4s3QxU8V+GESkNfBUl2Vde9K/jb0XXwpSCd0jyNMFMwBSFslO9RMrsqt6x0+Gu2BGgomJtzIBHOjECgkQnIKiUwiJYNRS7sreaRi4Did9WO7P7dwSECyOIHDhtc3H0+PufCzTbhhKGdSiz+t8ms8JOZq33Q8C0CaEhCyfSIQERXhQEQLQRhV3SgCDuacOtQqYmSm9XbPsS1UrSNBV9FSI5XLkksCX+peYWNVKdpi8tZ60brrot4gISUkmDacgp8NUeo80PBOhsht2k1ZlESYi5TTJpqJwgl4eJziDvJu1zqSx2fjgbcQXmYYasQuOOtZRuVZO/RZSWE/nE1BIKFGQmZpLUl3TjC2hGGWoLKVFoqmFnJSZIUnvyijNDn2tdb/fH273AOpYkp8qzO5d0K2dl3lmimjaCwsxYqeFS5QIZdka7pIk4UgguEMsvYRp8xskVQGoF1+W5hbRO4cJ563vKlwUpbCwhI3kF0QVB4MrsYSnOKi7M3HKtKRW7EXy8xeu7mXTcETKB2+MaEKgI8hyUBdCICWwCnYDKiZhyuRUZX5zinlZeuMwD1Sd1nU5ne6Px8NdFdGQKr2v5/P5tMwekXEDQJhxkUbZEI6UpqBBiSnIYWpsjaBUUbZuFMHCcgFOMmdXLoRCiIURuCDON/doIUnjmUTYeVw0cDQ1KtynaZfCuSASZuLNHTvVVdzg0X3jlKO56aYv4hQGVhCpsDIFBwtHEQiKqICYgoiYCA7v4RxUkqjNSu6Usgg0FDFPSxTvbRH22CyulFwjgqDELkGISGfVymFQ9wQbR5CUUiCiIJZiIDS/KGogWX4iKJmLCw9jGccKQISkiGaW1Syi9b4u6wkeUbW4MHMZNItLwC92VmkzzA4TEJzIKYjIKAjDIFpLVQ2Cth6k3SRMUzvLwSGc4DWWUli7kbbOzQNQVQ6qdcirR5ve89vjp0HtPxXuCS+XyyiBiZ1IQB3oKQGebUeHEzGiokOIRqoYWESHUoZhPZ3P94/We1t6FTe08/z4eHxZ9roaHLa09Tgfl+Wc4+6UfiYhEDMzIoVT09DFOb0HLbbNNxVtRIlgOd8IqixCLAhOvR6mt1L8SCGxTM5ic1XZgMPCxHSx5bw6T1XmZV625hdBQKRFRJhU6wAAFuFBQXmJgrJCs9YaeZCnkYNUrYwehVUQ1tKiggBlucwrkNPylGgcRD16ETUtTdqgagiL7t0el9lgDGJRhgQYKRBvnS5EBIInONkJwzjmGNiJCSJalCnQVVWVhbdxkCpqVS2iBSKRLOTTchLryoUFDAsGKUuKVqcwNPNqfQ3rZuiNItcgad6EUu8NEGYWdiIJB6QoF4WmdyOTEStR0RxOepEQ9VJMBiuTiIgv1Dm62GoWEBGuE+kE3mQ0ceG10RYnPws18L1w35gTRtDs3FGwM4jLFa2YXpQ9PHzt80MEJLQMOug4jKVWXk8lyE7HY1hHiT6vvdtpLtO8P5kvbTn3eVnXZh2kEeF+MZsmJiTDz9yd4FkrDMyqzAjALpmuSVG58DyVoJz2G5vmW03AbbIa44q83N5e3jhI7EGOC7YiMjURsJumRWRZlhyn+7oCDFZb3zgRbGNX0UXuorcl+aCiWnWoOhRRVa2qIDcVa8qBNC5O/aPswDOEguAkqiRREUMp8A1aLPDmsaG+zc3dxCS0ByKrC3MKY1D2l4qKqEC4KIcwK4cFwiFQYTUBPAUDhQFGHaRk/2ispGTWANw/PniQai3CCDudH07n07IuBFhot+yLhw4jl1nNhF2qE6tHT5gxQMxEVEgMgBB1SDZLIryZdY8WaEEugyF6MKgYaaNBeBStXpU7YaHWTmbuUoUKoqTfaJrKJtJ706z/Veu7Ug57Y4NDMDiyCAljSm0Mj+ixLe7co7u7obAMUkYUGct+PGtQ13uMO1mWNTgRH32183Hu98f7uc3n5dTaeurnrKyZ4dn1DPJwsw6HCgrhMNXDMBGFWwPOO6ElgtJjQ8QllxKkbRaRCqMIJ+ii9x55ojmWCg6DUzCcmJOVJlzcHQHlzOlFawnzUkpRPZ1OiLAN92d97ZEpFuUeQQBYufBIRCwopeymab/fT7UEQxnu3Zkb4XQ6UWAcpiqa2p/kl24mUZp2RMg07ntz1TpWdG/ibNGJdQ04jEUoxJsl/ZzCmNPqQ0pN3I3mB2qXDRqRdEEh4aJgODOJwIFpqkRRigC4vb3VWgAcTyeIxrKaWWFqbVm79yBOd2wWANb93Ey7FwkJSA+mAMSjqxYi8XACJRwovSBb97W1TLPNJSDO6CRQBpl361pcJuM6G7kMDavLwFWM2mpOnXhSpvqWxRnBRKCc126rFfAD5ek127lu+Fu4b0BKJsDhBOrh5sSgAjiRg5hCNj0pYmImeHZRFcFcUAHmO9rrSOdH4cdzQ+elG/f78/3D7K8eXx/Px9XW1dbWvBsZEMHJRrZI5UsUwa6W/aR3h+lufyAKW1fgPJaCWEHEwqrkpBHBySREyAVIIyKcwpIXW5vrYpyDPQ5HQLXGk9l+QrWKKClFVmEibVmbde9hjveeTQhKOXbKWdpFhgQA3Eh4KLWOgwo7Ii5COu4e5rSZY9aInLrzxoK+XA+RUrRVHZpYllCM9LTh4g0AqQA8NDcLoghrqZNRql5kyZRUlrVTuEcgbSCME4OSrhigLgoVTGOVoqWKqg7TOO13AKQOHmLdPMJZQygUzKUUqVqIKMxVa+jUTKyRiOesGoBqyQEHEammJHdYKkFHQiLh3g2AjFLRzDJ3d5aArC6xJipGggcWE5WAsDiVAVR6XHKY9K8Mjp8hBUw/8hwNSqo0IZnNmzCXMVsQCwmJINwJHOzgDRLm7qTmQazEigLclH2dhp3IqC50Pi+2+MPx/otXj7///I/fvHq52tLMl46enXO3i/QjEFDCNNbDVD+4vbm7me4ON0Asx0cAU1F4d5AIF5XMBTbUhJPo5rp4VUq5YpM5uUQg8gAcTEEREcJZo/JQhuzTKXFCXKpU1Wralt589dU6ECwkCgE20AiyZ1eISKCkUkVJc+U2hqe4rRBrtjukiIh7ltpO5LnA5zWMCIEULkLK6BzGzMFMJAWFk/0PthLhxLIp8IhIsq5EiFSyjUseLfFrG6DJAwEKUIeHCIaJx3FkFS16OByeP3//448+BfDxJ7+14HRg3u+nZt3MKFAHLaIR5r2HU61VtToYIFVlKW8Di7ZujKpGOLmbNUI254PCyF1qVMc0Re9b/HNC6mObNI07FimtbWLznNtuKcRyeUexwSuJPWnUT9bu+K4Cxzvr+nV13+yeLngEMGVZ55Q743YjRPYYWrd0zCaY+RmhDOJgIsJYdNgdhJ2YHuY3L+/fHB9//8Xnv//89y9fv1zMScAKNjjgtiHUU/R4qHK7393d7D54fne7n/bT5L1Rm5E6rKkLyFGUtBZK9QTvIX4Va1ZVcFBKPgtkQ3jlTCd3NxHSC0JLUm+fL7bXVzqPiDQWbbVx095ZAOGSmOOkk6QKGlxYStFtfSUyM3RvLRhUtdCIlGFIORe6qj7BxcJ6GAcTh23j1cKyZkZCSgwRdnKSrRkk4gQRpVIkxcUus4qsW6OWgtYSW9xz8BABj97XXO6LYKxDtueLDsMw3Rzu3n//YwAffvxbkDIpWII2/xUAacIB6713RmqPSRDIlYSBTY1xW3e3IEu4/MW4cxu0OS5Vk/eNppQ/6L0jsnmBSFS+WRjAAScLlzpoKRHRu4cT8+Z1/EvX9Yx+JS0XNvsG894260B2/yQE4ZGXK0iCkrNHZOHU0eBBJFUKC0Bc9sMNJKi8ePnmxZv7L7/+6pvXL+/Pqyhx4RJOQr5GkQuYFFDBYTc+f3b73u3h/We3+2EYivQVvSgARXA4UwiVWqQOQsJm0Xt6huLaVqdNUS0RLxKbjJ5TpnoCAMqipCJSRKumMzCIqOhwnfYXqabRS2+2bkbmG6KDzAxMubpfjSiyKXRp9lN+IEWquLp7mtHldU9Ak7s36+ymfunDDpuuWA7DWUmEIciBhGdgQURJhJihSf3eOLot3EWEzZTJODT5FebenTyEmQilUK01pcOHYbo5PH/+7KPn730C4ObmfY80U5QQDUKa2WerN1G3SI23YCco1eQ6AYjwgGVeCEpRWo8IUU8tJ5a3SO5NOCUB0wkUaQ0AiaCn6lK4Owf36Lba0psHLtS+yLsbG7nt6br+5PtLrD8N+us9oMQlO8iJZqZAqlddzo/SBg0XOK5SARBhYdfbiADvgViNyQrtdBr4ZKe1vXjz5ttXL+d19TwrFlYWpxI2jcO69nVuYSiF9tP03vNnHz57djOUQUmZOGRXC4BRpQs7S1EZqw5jJea1A2S9f2fPIqKgzW8o1yfvERFyYUMSSdLdrr91uVNYtWyN9gg3REnx0TFzO2Q3yVMtHkQkStcXyc5Y2lJUJbPmF/06dydKRj0zb/DpAG+IKiB3BmLNkW3AkmnKzEzgHGEmnig44TbMJKKZu7m7h7h7Kg0RpcWXNLdEbpVSxmEaBq1lLGXozYeqh/3dhx9+8v77Hz979gEAKgcxeGhscEkCA2EGpM4Yc5AKLhRLYJtNg4i8e1+6mSpzVVAh77031UKUdQ5d5NsBpjafkllPFO5knkpYITKCAxcxbjXzmCkJuBGp+HK5weIKK/ix450F/vpPNS8B5giCUWySQNjWlIv19gbJJYrcrSyFmQMRqUjK3r2ZEQFGPJ/o62+++fKrb759+WJp6zBWYrMgD5UqHuwhSvV0Ork1B3LCd3t7uHt2MxEknN1ZlKcdgPeePxuG6swy1mG/G3eTcZzPx/A1Qp50ZK8dRyaSsIiIXJ6E5SIUqtcmbk5P838RUcpFWq6rhYv38G7h0b0bAgQSSWNKFqG3/eB8vgPRwi16JIwkLjde705agrDdW5evWkpJ4ruweVmbdlPrdrmiLCKiadHB5khKsggpi25gM0SIXyhyKlGss/jaW6cI6sMwjeM4jmMtI5jX1oj45ubug/c/ujk8Ex4B+OzmRKIhwqyJ3GMkEZlAEe4pkQvPTJ2jXbIp5nAJd+ubGIA7MVW6rN/rsra25M0vRUWnYESQw0lYdHCL5v28GCgKS62FmA29wYxsa0dFXBejuMgQ/XSs/3Cp2kwJ6uEMqMQmMMnpObrNRChVXAAQenMg7c0Jkj/akh0CM+na7NuXb/7bH/7wT3/8/NuXr0J4d3OoLZbVLRhciItwWWdz67YUoz4Nw2EcDuOwq2VkotYCDmIdBwDP33tvPOw7QmsZDrs6lmYG9G5zLO7ujAjr8JJ9xstV4FTUFWatqrVqqarqKcYLogQd6KZzjnTISJnCJNdEkEM0zLSjmTVAlFmZmNm8keiFpxK9997X1rolR87cCWmfZmbNrLAEoEwsJYeFOcmXwsxMZr33reB2vtZqlWupAzM7wiy6GSHtAC7qApRFTZCyg8DOVoI6a2ncXWRYvdZaRFVrd/TWAzoONx9+/Ntndx8V3QFoq4fUQQuV2q6VLiIzJu/ee4vuRFRUVSpI3gIPvYmoiLr7unZ3V9VSS5aCvfn5tByPRzMbhmGY6s2zO4JvLogMYQ3v1nE8zwBKKeBSClvkcquqlC3yMI9tLv6dQH9n3PTTTRttfWJGCsJ4bASapCnlu0nRNqcMe7QwotwzN/RJ7uRmMKNwW+Z4c3968fL14/kkw3gYJhqn3n3svqx2d/ecdbS1nx7ObZlrEeI4jOXZYb8f6q7WfZFOdj6ZqmS4f/Dph6flRMJgKmMBUTBdWvtuLa37jAJKyhTMXFjMDESg0CplqKVWqVVUt73LI9JRJ+VlRVgKMXPmKJnqBQPovTu5gFkLMyuLKAkoYrgUizCzAHrvy3JurbXWvBurZCXQrTvQzdK+ISN9HMehDMwiZWARmKmF1iZlob5sqHTK5w4qJWgzggz0CMvekrJk1zUnZSBFW0NiEEXrDhpExrWPWsZx7BYeMq8GHp49//jDD3774Qe/7U4AvvnmxQeffBpwChPSBPTWOgixeePgvrTTaQZwe3tLDBHpa/o9mYiwqvW+rOvDwwMAZXn/kw8zUz+f5979fF5evXoVEX/1V78ZxjLudrDVzIQL3CliOR/fvHpt4dO4Fy4iJYLIiUHNggEh3vRvU94gNiXUS6xfwMDYsqb4IUcDABp0kyio2DzXV7ABHm5bQX1J3G0bTSYxAQn2A3k4RYQHO2hteDiva49hf/vBR5+W/dxF524PD0dW39+Nv/nsr1Trclq+/PzL4+OjLTM6apGiKeFEBBcmVSmDllIA7G52MjKYelgZqgMkPKxD7cPQhsVNGLw5CQHYanxhzvmbZHFHBBKQbJp6FEHo4eIbEyzCCYjN7zs/OCBhFZEqS7KZ5BETUebZYSm31JdlWde1NVuWloZQgmCVXCY7wMpgDeFQJmFQksk1gdPMWdhIIheImm/u6SbNhGsatmFjVAjl1GqTqGYiMAlRMCsnYYr80m5KipOs7q21Zs5SyjDd3j2vw7QcZwD39/fTzS2r1FJyFeesC1M30do8z2/evMr9R1UFVZUt1XTT7MP76XR69epVKWW/G2GWKy2lWxFRfkSv37wcRh4HhnWKjhCYL8va2tr7SqJBvNXlby2z6bqTbKIy313X47tl608fysMdb/tid+/hRmGAU1i+Mieu+RLnW3LLm86Re98YsxFOtFo/z4tHuXv+wVjv3l/7w7K8eHN/PJ4FdHd395vf/GYYpuP9MSyWx1PMc19kGIbsrIgIc1DREnUYSqKxb29vm43dbbXGKsHBIrt1XPpi62B9ZpV0XUwFHiMOUGESvoj1SmHW1G4iTppSgNgv2SYjLJwjMU7IOSIAvvR146IdICKCNEMz62n52/uaejqtr9ZWQyBAToABoCBhzQ1ESJiYM+hDGEybohQnxEylKKtQZ3On5suypKZFeu+SqCBwKR62Mwl2eGZjAhdE3ygEkvQZQiGS3tdlaRE+jvVw2N3d3VCl9ibD/fX+2e24G+o0ejiRsDhx9lvbsp4fH16/fPH18Xg87HfjkAIKyt0CndNWwJfj46tvv/l8v98P9UO3NZcVLdCi46Ra8PD4+OpV7EaaRiqiwgSK1pd5XnrvqlqGcRzHK1uciOytdvumzJl3EbYV9xcfOkwfbd4BFBotwnJdJwqKTfUlnBIWbAjKZCY9QiKuEHA0A4VIr1V2N9O4C3tGc7fd8TG0Hk9Lc3v+7P0PPvhotzuc90fvfnrzsBxPMx1TXU6ZRRM2JkSljKUMBcAwVeqwdUEqLyvVUsepDsuwjGVYhyvob6vwts9Hrn10ojz/6OECulj3So44nZ78WvoRCfMFVMOuvO0a2R223q33Ns+r9e1Y13Vdra9uHszKFMTKjCBkIhRMpIVYSUqoOosRbGMpv1V3FhFOnSTm5AbNazhggdKL1qIsWpVBzJc7Ms/d8g5lBCMcwRyMSBCUpMCiW6RU6s3t/ubuUCojemtnAK2v63zs7TZ683CVQKRLhwfa2k6Px1cPj69evnz58Sfv7w+DKteyC1igESPCu83n+f7h8RWLmd92O0tuQYJS683N7vZ2/3h8tc6Pr9/IfjccbnZKKhbrPK/nM3G5u7ur4zTUvaS0cfbZ/NfgwH4q3HX4IOARRhQsGx0qogNOqVeU7CYgO5SpaoKcHaSWgHRyEHe2CDSu/dDJzJdlOS8t6tBZunMzv7m52e1vbg6H3TBZszffvjy+fv16bUJEFCJUJbNQFU7V/YIsD5PEFxYBAmf7OUfouR5IUTD18LwDM8qVOJiCyQkMJKUflMkIE8nGDgR79tKJYpuEbQeCKTh0iyszW9e2zktr7Xw+wzuyid7Rku8NGWopItssPdxgIIEwEbFsyMi8qeKJFUXmk3mnkQqXinBz9+4RrXuUUmqvtVbJUM8W8aUR7IgUZYAznCiDHoS42IMH3F2K3tzePv/gvcPNSGzez+YrANHofe62mK8UzrBNHCYQPls79fZo7bSc748PL4+HaSioIxNC2AF3W/p6djtRrITF+9n6UbgCxBQQ2e/kvee74+P08HB/Pj3cv6lMliIIp3lZ1l5HuT0cdJyEB3fHZZ198um81d/Lt4yUVvtOHvMzyHuQAyI2lzvNWUwqX9jWpbkOXLcOzXo5iYTsuMDIHegkJCUmgEhaaw8PR3981LUfbugjLwBUtdZBpQy7+t57773//vsvv/rq8dWbcENYyqUjOhNnjpRkFVaiHsQRsB6hUSIsU18tTGO92FKQdTOzrN+7GTFrhMeWxeSkOlfN4FAn403P28zSAW/Db71F1AhDU1Wi9Zb8w/l0bq0ty8zMRQQgd7RmvRuDZJO9GB229AZI7jNgYtYrjB4sLG8HZH4R+OaLuZK7J77c3X1ZrfUwp4AGuYhuNryXqeVlchzbnCSnVQkQ5rwznDBNw8efvP/JJx/sbwdwX/0cvALYTUrs7h3UacvJnSCAebTAGtFZjLgfT/f3D+NuX/c2kFSChfXW5rUdmWPaqQi6nc1W5pLIOqCz8N3d4Xx+n8mX+fH1m2+9zylC5lCWShNtJsbJXr/wHumtS8df5lDHRBwk2yTNbNP9iQhOmd+s4SIoGHALTadwxOZHHhTBEWJSN7K9suiAuYc9HgPCOhzuJCf2u92haCksu107HA7TNBFRX1tSYFjgHY7obmwbdmK7uSJSZy44tIt5I4KqSK0ZQClD16w7aXCQBzzUQcQQ5qIAIq2lw7kjwjYNH3QO4iDyCFKIhGXhH+BtJNvd5nU5Pp5Pp9Oynq9j8JQWambnZem9F6HuQyVhLSBRkEUnKZcGKDELESlLEalaapFSijB3R+893ymTqhoAMyU3d2+t2dpactV6K6WEbLeNFmGRHPduxGi3MFz+mZ3QSFmLw2H/8WeffPKbD25v9x0rmbMYgNu7XTCBjGDMQWhJwkEYfCVaS/FaY5p4XR5Ox7IuN2sbB82e3erW3NpQ9eZ2D8C8pSMkhCkCfbEeZTe8994zRHv5Yjk+3LfzOQ1idofbm9tpqiVT9ms6un3DEZ6rNX/PwiK//d4jPx3uFpKLhcHW3rpbBJjJzOnSeyaAg5JSIFL65gTGF6Ygp2CfiIR76wuYVdlJ5+an1Xp3Iik6pXSQhbPhOvcJWLfVzOKyheUC3PvaXfOfudT13rIfqspmxnBN8WSSJ0+zbODlP1MZOFfNJ0PQMLMwpwIBBaWpMFEgyIIswM7OIIcHMuBsWc/zPM/LqbUWESlBISKeSUfv67qayH5yS34ACciJKQtcwtZt4BAhKSTKUkRrKUSE7k+GX6xSM30n3woEN+uAMBCK1OAJLlA4SJWJ1t7TEMQ8zMLMPLU2LPv+FhR1qu+9f/v8/WfTzdB9pTAWB7C/2a1LFzKgb2pcyWz1vCghwqXoOA4efW1zt7mvyzANmdlGGOC16jQNrTX3nquPMpv3tpqZ7cdxt9uty+50HF69mOduRMKiu8PtNI7TNLEISMOzZqIIS2OBnxnHPzfcA7SaRfeg9FZLpXCPYEZQSAIl/ZITtXCg5vDyci5bK6hnbqPo0c+nZTVMh5tDj9YaAJaipWSKulqjiGEYhmGIiHlZTqdTaw3MzTrgWgsxzuczADPLLOLh4aGH393d5Gdq1oiImCI2eNwwDKpqPboZWxDH5sUKNgv3ZmYwMCuDIALzjcRFDglrPcggvvY5FioswRLg8zKfz/PpdDweT8syK8s4jkQQYVbubW2+Ln1e+yrGD+dKpXK1zA9ZC5i7BzzyyjOgUmJnoxapQ2Fqbq21tqzrvM6neV7n3jtnX7j1tqzdVvLofV7PpwRCjnWYpgnjSKyxRBDO6wISCopurZt5T6WLuS1rb2Uog9juMP32r39TxnKaj/N6nvY3w7AHNjNr905hZsjRDqx77/P5PJ/Ou3EqH+iH73+wruvj4+Mf//gHIqqDAvjm6xdmNo7j3d3dMEyvX7+WouvSx2EHiKhsGU0gWPY3t7fnR2sfvH75hllvbu9ub2+ncadavQfpBpO4wFaArSYJwD3cYxP/ISLfBp/+tjl5ERX6qXDv4RcJ+AhcXHHAgF36PhtMd6uSQ67lMn+3LCCCwT3FMcVIFFp3h5uUylfm7AOCIZC+9tZzwZyXZcmNBRftAHeK5HwA2cY2s7627m2eC1FYODyILp571zsvFwfa0qor1NYvRxhFmEf63khkogrqgBB30kvTnYLZ3NeI8zynL9KyNLNGOpi3ghIwS9lT99RYjAiWwiobiTM6XRQCbU0obBCRcg93CbTWWu/NbVmW0+l0Op3Oy7yuS74awqKbd9tqYmu9tyBXZeurR/fo5oPICiK3cDYL9jCPt8pNESHCtSrqbthNxOzuza2vSxmm3U4A1FrNUhCPIpCKG1npEpGIArTb7VVlWdbe+8Px8fHx4c2bMQIvX76sdRyGSaTUyuO4I1bVmg7b6RXNJCmjKjzs9/u23FpzsBwOtzc3d+Nu4jL4Vic+gYPktfyLLvDqV1HJcBCSW5mgnARF0rVThguF5AIsfqvYlBKRvMGryYW0SKk6jGnIudUfzFK0MAXjeP9wPJ+P8/m8LEtvrbW1dwexFiG0tviTt71NN0TWvrTWsvIDkLKP29lthDxJpJGlV7zDfRPd3sLdKamiPaAiASKPZgYPYnFeuxtlm7LjtLbF+/F8Oj2eW1siKM3JRNIhq0dYquYCng3J3vvx/JjuwekUm2CB7B5WrYMWz8XUMCztzf19djTX3tZ1Pc3neZ6zjw8Pss6gqiwi4b33ZrG2Drfm3lOGNrtSBDHiDl7Mu7l5XCBoPE3T/vZmL7zf71fz+8ejETOr30rREUCRslJnCEMQBCRaFcxQGWtx115K2e+ncbQ3b968eXh4eHjMlfjx8fTs2ShSVGvASx3zogUpICANynargAPcxt1u1w5mEY7D/na/v9FhyllSOAUl12eDaqWO6MXvD6mMlz3jyxIX76zu+EnomF4WRie64ARSHjHi+8OqoED8FNoYQUQCIXHW6oNFWw3s5IbE8ZVCEX1ZHx8fj8fjuq4kLEUDaNbX3vdDZaC15gaRAmAcdtmpWNc1J2IcKd0TF/ephCsTQlIiFU9SeTNz35AtaRfqTuHb8N8D1N2ZyUGlqEi4g6gAq9n5dDybnZd5Xee4OPSOY6215mKQn94mNs3s7q9ev7780TS1jrQOrrXWWvfTfr/fJ+580CWNUa47WzM7nU6v79+cTqdlPpMHU4xSDvtpP06yoZDDPXInQbh5L3WQogjOcG+BfvUfJ661Hg6HJi7TcHP33B2Pp9mpPHv2vJRxqHsAbtwbVJmoUIBJkaStEBWvFQn+Fh64xuFw++b+cZnXl/01EUVI0aHoQFBmYyoejlAgG/+aI9q0rAGUqQ51ajt3hw6jlgoqKT4ZF79LukBfNpDGZu0tuCy4v/rQBHRupiGcIf60En3SG7nmMG9vg+vOsMGh8nlBCfdDdR49wNKWFfBSpBTt8/x4Pr15fDjNZzDtbw7CkFosfF3X292e0rcTrKIAhlqDlCiWvjCn3ksn9wh2d8n5ZQ4CrlR/wC0M7nohfW8Up4hIETfT4DTNow5mTi3OlbY91K0368fj8bS2ZPckgySjVjeUYqYKW/t/HEcz626n05oU70zKI+VViUspu93u9nBzONxO07QbxlorC07zvLQVQHccj8dXr188Pj7OxxMzDVVvd/uka1Vwtnci3HzLoLr5FCiIcLqGe9vwVRyiqrTXgqHsnt/u7u7qsANVlnEYb4fhRktCxDCfrZTe1yAuiJKfFdzCG/PIAiGwDiC6e/bB8bR+9dUX949HIro7vFdKZVVQSupID28WsjqKKWmmNNjQswrWUqdxgju0DCQlgcRbFZURdFmCN84aNkomNm/4XNl/1VR1u2xZi8c1mn+EDngZzDyN/iehz1viRZQqMqpedOjawzzCVCrJtoad5nN3H8fx+fPn56JFtJktbe29F07mueXqnjZrqnWqk499tbaucKyXJI84NtkQeiJukUcutL359fHmhmxaGGVDRpC+iduQGBf6xbqup9PpuKzZGnwHQpyKCH6RekzXXLnYYaeUdg8/L/P5tJzXBSA7n14/Prx6uD8cHvb7yzLPOJ1Op2U29wg6L/Px+LAsS5gPUkQr18JDIWYneEATE2Rvb+Pk0TlRWgAbqHsYkoARqnWYhop4/9NPxtvbKIVK3U13+92zod4wDQCsy7p4b/3xYZn2BSwiBA9rva2pfqeqmZzENO7vbp/f39/PSyPQNO3GcUxyDMDufj4t4RzBEURcRQqIUmkvSJwYLGlVyVwQOVbmtFFJiVXyJ6bY22/m7g18T3Pml4W70zXEgY3qFpR6wvkTApDevwRKxRMkunuL++15iTLg7JMwZaEjQcRSWM0ThBjee5/X5Xw+ZyumDENb5tb76TQ/Pp5uhv1h2jFz4VJEAbRmxO5uW9mXlA3D5guPAC4Q9gs7neIavlvEc2eGpwO4JxYu0KkL5cxHSxFmIuGI6N2srcuynJe5dy/DWMpQ6yhSAE6TsvR/TVIVwLWOzJpB39rSzAE4eF6X+8fT4+n44uWr8/l8nM/35+Npbfp4X0pRllFlXdfuBmGCRIQT191+qDrVuh+n3VhLLaG5tDOrcriTtdZS5rI102KkvOGN3c3RAyJGbONUd4cbGepvfvNX0+3zU28h+vy9j54/+2gabxEVgBuFq3dazr3UEGWwdltbi2V1RDDDlTkE5szlcLh5/uz9RGPcPX+2P9xmLmeIZnE+z+4hWkVrjc0fNJg8Cc+OtXvrTiQBDt/0jMDJuM0E1VMkaOMuXXgM2Bb+H8tn/vR6r+/8+5o5fTfj35B3+Q//oRd+2tWGMxQUjOCagvEe5gyEu6+9t9ZOp1NGfPdYWp9PR/J4c39zt7sdhoFUBMQqAMyMPMw9jAHl6LDYGoy5xTBxUq+R0KhUrM4tarOo5pR5foKHjghHpN1F+rqCNmxkM1vX9bTM87qSKDGLauJP+0au4SwGrrOca0qzLGf3wUFBxFrW3vfn+Xg63Tx/fn9//+rN6+PxuLS29OU4n+FdQ4iCi47jqJVFdTdM41iLyFDqqFqZAuEwviAdmDbbqm4WgK4rFZ1KTRe8IGTb3QFWZ6U61vFweP/99w/PPzi2Dq7vffjxbrotdfSeC5Yyq0e4JYSIAGZn6zDzNIhnVrACzhHDMN3dPWNmMO93N+l9gM3N48KuuNC1clW+bHqRO0DvLqwAW2bQkdFOvJWPQeGpEZuSqgwJpONcnjAulet1Xf5Z7kwquFiObJEMwK/6kt+J+OCtcYPsbeA7mX2qEIIyXTMLcigXp1bUCOgdsN4vu/C8rg/H4+nxYTmejsfjfDrD6eWb+8P+lSq/9/6zqrIFKHhtSxENZ0EpSiKN1p42iUSFgjjSB4IYLsROPcVnKSK8dyPi2LCQ5krsLBesBBEHFXJYLTU8Wlsb/NzXua2sUoZBqlDKGQb3SBUZeDQRcYc5iJg4dTqtjoNTcYMjRMowTdP+cNva4XS6ubnZHfZv3rx5fEzj1Hldrbc+TdMwDcMw1HEY99N+dxiGQYiEGL33tlYmVeUIW9eihUuBMHozWEQsvnoTxQhmT5QOh7khorJywbAr7733/L333js8e67nZZzupE5l2vc17TRRx2GcJjNLOL5cECPhTpE4UGWq6IlmISG+u7mdxmFt/ebmlrPxogXrOtZ6s9v3cCJKlSZ45HqE2FQQBUKirJVEEWzuHsS8BTehEyyoA+FoSC8BwMEs6ReSjk5+4dpt8ZlNdPp+5D4Nd4o/QQDJ18pJUxKL8SN3UpaDCWSTgCPIQ0SY8+53D0+8lQe1Zsfj+f7N/XI+n89LbysRPRwfH+6Pu3G6aftaVZgBqFYA1jzJoPBWy7iuSQlDSRIqslvlFObRw/0ClvbUuTYzTtXITU87cFEf2LA0Is0tnDpFd1t7C0KppYxF9OJKAAOoh8NcL6tXXIhkuZN090hVEUKuR8RSa71jGcdxt9s9u717fHw4Ho/H43FdW/QYhmEcqw5Vqw7DILWICDmsdX+i9QwmqUW0psBL9i7dezCldJ6RWyQCPyw6AxFeBp32483dYbcbdZoOkLrfo44gEiFhBXB7d2CBtS5cim6M2FRfYh5FpBRN9VpQQTg7KrOqTuOmxAkSeDDzMAz7vQOgK08yDBbhbm5EVouEKVhUx6FOzMVTzWjrwhht81QHOTObNYAB8YvUIQUHGSPlegHyyJQ74ATxn8K/69NY/3NmttcZeI55ri8lXIhZcm0KIye6ADya9aSKqWr0EkFr71998zULhqE4+VgqgNO8dGsC1jJERKwQqeBisRJxGt1c5ktxOZmg7ZSyU2vbAMV9I18n+0GFmCMJwC5+wTP3vnZvIB7HcdzvRZVZI9JdiDZ8Dsx9k78FOEtWkE9D6SGIrHk4020SNvFa61SH3TDux/E47ZbDTW/Wu2+cEU1qhwAIC0nGjdZaR6aAvxWMT/pfdSttbQ0Xe/Vrm9IvDWhKXHSt4zRNUhSw4DTB6mHWuxMUADFNQzVmMGllCBA90EvFwCUNxKPPOdFELigXunSksyQcATDvdrtNhiQwDIXKNe0NBkQZFsxclSS1SNzDyc1UsnXm15b6dcwUMIIKReDPRYx9J9z/THAxPcn3L0g9AkGkkG88aJISxIZYe8vmevIpenibmxD7YNNwv9/vVTX2BGBp3Zqp0liG8N5jq3XMUIqsZkSuJCJKyG5k/KAUyXUZfgqhiTAPiYvUTPZkLFJAbxh20zhNqhpB67p6uAiI0rA7AETfWuwiaYxXiYKDSdKVaSNNQzgUZraCohgGU+IYdxHRErMWPcKToZQlAYO1ct5DlGZC3hGeJssiMg673jz4lLuThW+zbyLm4EiJZinjMO13+9sbqQWMqhJYYEEyCDuQuLSmhZUVBKAhOsy7NbixlE2iQjN7jYBzwCkIDObonrqQcAcpC9WqRDTPa++NNpn8Yu7hTgAXKVLgkn4xAAQBMLwBDHamILCFUfjmVg2mjTl1HXS+m7NkQcvvQoLfPd4tVX/h8Z2SNfskcWF5Ml/8ESgccUFuiaqqlKIDmJtbuKUN8GlZ1nntu8YAmNz9eTcA56VFtwAP4ICuzeelz2t3C5boZkREsrkc+9Y43xqRtO2RHmFgBMLDmRkcgejRKT8rCiksIhbdYKS03+1rGWutdSgi0pulT0UQikgu8MwchSAMOCllT36dZ0qZG8l2G0WQRyzL6q3bvMbaNZilErsT9lJzq9vskQXh1HtnFiLpvS/nk0Uwi1SCeTh6QIm5aBkHtW7e8pYLJgjnrg5L9Q6opNBIeF+Iwjx85aCzyuC0ub3F+ugWF30YDSa4td7IzaEJq9jQlU5gYRCIU6EimOrWqvPUO44IYmaE9zWCRJKTGWmICVvhtjFtYKBCTgB188RHJ9nIwymM3JTYicOvf2JrQ/y64+3qTvRnLu7vHpRqKeCtC8wCKe5ey7g77J+//97Nt8+O98f5bMSqQ5VlaXP7+sXD8eHx4Xh8PJ8+eTwB+Obb1wD2+30Ldvc396fH49x7CFdDeFr0IsHIuaGbiJhZYnjxZJffzuo6D8sTBMDsBGYyhJmJlHHMzJJVFUERGzr32muPyzw199y0YSKiBL0BeXH8oriEsQ7KMmrBZajXe+vdHuczinqk9FIIKILMPJxEpBWjwLrOLBTROszMaCWmpmUjwpo7M5GKMps5uVlYT9ufos3Xx8f7V69fLG2VWog1JWsMYNJUXnj5ze/DyZovbY2wrIA9EuR8AeJH7opFpXI2VXo0N7OWuqqXkQUgnLwct9j2yTKYNbMQQa2WC2O4EBWVIpwkdxGhUkWEgs19NW9xMakGyNJo75LnALg0DPPwn9OSf7u6R/ycTs7PP+g6cYoNgMFmcAQXPRxuP/zwo8eHN7H2r7/64vTmoaV7u8E6Hnt0f23h83kF8Ps//FFEVBMT24/Ho3k/HMbbm71HYBOAvIAlmBApO0epvUK0aQW7BxH1iJSKJKJBC5HnyMBTYMJ7UJCABKxUSkVQ9rYjNlcPDwqPbmFubJHaBc1wXlYGjVWZ2Q2tNSDFKzXp28xcRIdhGEqNiNnD4WkikPMB9x5AQuzbaqoKlioapZh3C4QTgrqbuMGRQ9Zaax2HUmswSU/NYg8KVR7HOgzVrD08vDkvp1orq7o7mHp3Jk01ifsXX4iUttppmc1as8S6EeBmLS4Fj0qtdSo6AdxbrGtfWwsYybagdHf3TTUITG7INI9IluW8dBsKDTX3Wway+7obdcfM7iHCXFg0AdmbdD1YwUGkmza/bzLMvy6H12tG+5c60g3gsqDGZTyfI7ewHsw6DMPHn34a4UXUzM6Px3lZ5mbhYEHr6DPs9f3cGoDf/eGPqjWbtQmTrUV+85vPht2+wFk44mKDugEZWUTglrf7BTF6xRVt6EhmDmHmuq1evGmYXDUfRaTWenycl6UtywKwiCDY3CKitZaQsw2iE70377Yq0zQMCF7XFeAyDlVKVsC11v20y+4Qedja1nWdT2dHtLYuy9LWOZyyv65aAwCLE/KtE0HrYL5SKjqxMKvWUmvd3ey4aCqFZjoBojLUcTftdjti9HVZ27mtRZW7G3PyVsKaAzg/vhrq1Lvb+fx4vp/Xs7trYSKs62y9E9FutxvqJOHo3TrO5+V8Wltr83raDE7cU1xymqb17q7Uceu1A2Z2PB6X3gaVOhCnYgLJMOz77qbXXTa+NppXyhpqsnYLlSBUEkiiX5k3VEEwyH44BH/8UDxtyPyssN/s8N55dNO4DH76IhFh5imfSU9kR8dxzBUX1k8Pj4+vX82ns5mtSzsMk/cNIPB4PAP46uXL3nxd+7rCGlhwmPDsveePx/Oz54fgNYKSAAXgGvciEhuLnHQTW6MrRiAxT+fVg2nYTaSSyF9SsTUoglWD4/F8WuZ1XR3gtppxHI+n8/mc6Hx3B9is3dzczPN5npfz+bTfjaoJr3dm3R8Oy3nJanIYhqo6DWOtNczd/Xg+NeuneQ547305nd29SDGzoU5EEsRlLMxw2DgOWriIqlSthVQqQceSJtu11sWaE5qZhdc6TIf9xx9/fPP8rta6trmn4c4ayuK2WHOAUjJ2LLSbBCZV3IzW84Lo4iLC4Db7rKqVx7tDvdntw3ldXd1jbvNy9H6OiB5vRU+pciGbNETECa21c1+sHdv5bBxtJWYoaa3jwMxW1FmoRMTaeu+dGXUsXjS68LRnZpZCFL6loxva7G2UfTfk/nS4b6FOlIDGX7dPPJ2qXm9rioBcBc2DSEopTLs6cDtVa+vds/d++6/+GmHTNH3z1dcP9/e2msiY4L917UBbzFvva0czJEm8A6vTYrY0m0ZBpNpQjqQvpepbvinzxkNNWoBdz/N65ht/dGPTVtomf92M5nltzRB8Op2Ox9Pnn3/+8PCwrqs7EpYYEbe3h2Q2mfXj6UEkQSBEkLk395imyVpbe7PW+WIIVUQtfO39vMwAIvx0PLr7oJUgr98c13U9zWsZtNaqBTfP7vb73c1+KkWCiYAe7hHKVMYBDG9+nfKSSh2Gcb+7e3ajquczWkvJbmdGpOQUIYlgzw7TNE1mweTHRzAZLF87epujLUBRsqmU28NIKPNpjW4n6gKLvgS5JI6D4YhBMRa62RUSiYiV3RZnX6OdjRzuzOxcFBFD5RgJQ/I0yFqfT44IKzEoxxi1wktEwBxIIwDKzJTp6shyWXkp/uRk9YdBBD/j+OE1/hJGmTlsCEQChQc8iEhVa5GAvj4vInI4HD777DMF9aUfHx7v7+97dBEppQI5lm51GInNYzU3Rw7J0Xpv5hdpNWTF5ilSfO1VgZLRmWKKucRqRE7p4sr/IJBwAhYUVMLdoruhAdBSSlsjUQ9fffXV3//937++dwC1wgzDgGmaIDwd9ofDAQj3zgImLcNmOzGfl2Ecx2fv9d7vX79ZluW4zqp6qEWkiij6CqBoPTC7u2ph1vb64eHN/VdfnSAYBkw7ZM92rNo9NTo3p+l8ayoF3LstzbybM0spQ+IaVDmsM8jDvHVCeEjKiWRNebPfl3Efzdz7OJSxlhZBBIJzgEFFdCh1GurNYUekCprneShUC51nTwUk3hQLeTfobio3h1FVI+I8k7XyWGjOZHZZiAM6uAqTF8U4iKraauZB8Oircxg7aqFwUMCNyCzE3cPhBJBflUe+c2wAm58M9+s6F3g7IPylCX08Rdt/53Hg7SlsY0gQbm5utNDN/nB83C2n83TYl6GKiKfMqQoxF1HgcdjvaO0GNZyXpZvj3HBa1vPSuplDItJPxJnCsYlTX8ZMT79u9f9TKHzaj5nZNQUqpfR03E6OC6H15XxeHh8fX716+fKlLx37PQ6HEeTPn73/yacfffTRR7/5zWeffPJpGcr5fLToqnW32y1zezgdHx4eb25u0sD1yy+/fP369Tqfbm9vb25uEmry4sULd9/txrwhU4T+v/7DP92fznM/2YoIsCSry5Iju4W4qgNcdBPzuNB8AaQbU1AyvtkitcEkB/VgEgSzFB0AMCm25kgRLkLct95TWjeQSOFAmLV5IerLcra2bLwWN3JmZtq6hAnFdu/dL1AEhIebW3fv3ddEJi0ibZ1bW73PQYOZwXr0ljRlErS+tL6I78gjOBAe1mPDKAbwy/TDtnCPC8Urw/369ecdT/vubztE8bb9l1OPnKUSx8UH1xcFqerq55cvX/7+D//4xz/+/uXLl4+nI3FydpVVyLZ31az7hcHogd5wOp/ndVmtu0uudOLpP5bFaAL3szNDxPFO6AvEw5u33nuqOi5tFRHlUmtlMjOji9PLOFYRWdu8u9k9/4D3+/1nn332m9/8dp7P47R79vxuHMcPP/7gs99+No719f0bQ0zTdLi5OR7P+/v7Z2v79NNPb589j4h//Md//Oabb9Z5+eyzz+7ubuB+Pi2vXrx0xG4/AmiWGHGU/c0a9vr4YOty2O/3u/rxxx9/+P6z/c3NuBvKOACIZioyDMN+vz/N52Z9te4RaQMOsJkdT6dhGLoFsyixkXCwuzMoVWEBnJdefIkID7AWLaMHR5iHiRKhqIxBZV7t/viI4Hle57Z0W927aEJZLgFx0bda1nM3CSDhHmbNvXv0UorlsMq9tbYsy6yzmUVQtzXTMaJgFTdkbycnFxc1lHRM+oG1+OeE/ndL1T/j2BrYF+Tt0x9lCGYmvQWkudaynPur1y9+97vf/cM//MMXX3xxOp1wad+Cc3wTAFbr56V58yCUwlHcGiwbLFtSd/E6JSKEU3qXb7AiIN0NttX9qplBF0hja21dV54lQVrMLKy9d2s9IpZ1EaFxnNxvH07PWmsff/zxv/k3/+bTT3/z8PBmmHa3t4d1XT/66IMPP3y/DPVxOQ+qz58/v33veX3z0BGD+QeffDQ+/wBMH/em47Asy1//63/9/O7GDd9+9e24P4jQuJt6X9feVKqqvjnOH3799affftPX5TDtxkHef/bs5uZm2o/DMKhKUniDUGqd9rv78/GSuEO5cNEAlrXzsuYgdiyDamEygNQ31HRWeedzO8+diEAezipjlAQaNRXq0UFqHcvcEHNEtGbrujYzT13yq6gmkROSaMvM4DVjOoucDNYUs8yWgrn33pfeAPTuyVnsbo6C3gaPvEDETbmkBS9IIoU+7aco2D92bMYS+XWLiB/jdvyM40mZimtrz93gHpsgBSlxZz6fz19++eXf/d3fZay/efNmWRZ3N5jBnBzuvRsAC0/50mApSptul9vS2kZCTTBvB3HIZd4cEYlCNTNKscZtggoh9suA6RruWoZa6DoiUFUK7r3vdiOzaq3B9Bns5ubmk08++e1vf/vpZ789Hh/2+5u7u5tXr17dPbuZdiMIpVZS0aFivzs4jvP5eJ6dCUIQGXfTnT87zXPdTagDAzfP7rQUEuhQ13Xl1jItqbvp2QfvffLZZ/C+r2NRvHd7e7jZQfKDDWau45BA88zH1t6bdUOMRYdhSHfLbmYOESFRLWOwc4IKKaGFBMAcdinDujNJVebee5AWHsArWLrRsrr5kt22bs4qdRzEFMJv8+GICKy9xbIJnHS3Zp2Ey1CJwtiZmUiUBUxrb7zMvXlr1lKyFSECd1iP3r0+AWLxpmhC+JVt9wub6Wm4ezDYKdjJOdi/N7zCE/z79atc6BTXF0shxggPhLdu1hJNRAyE3D/cf/nFH3//j//07ddfno+ntomL9jpcJMHC19a2vyhskfpe6m7zitPx/LibH8/ze3c7CnLHhq+/IDHScwmRApcpk/vW/koSRk/iHr17a8ZEDA6Hbe0dEaGIyK5it9XdpmlU1cNhR8zH48PpdKq1Og6OSGW8QHDRZe33D8fd/iYiaq3r2sIcy4xSs4Gdpu7nZRZiqaWfoi2N+1sl4fN5eXw8eY9aa6HxMJaivNvtMr9v3sysFM1wB8dxPp/n9TQv87K6gUsdxsO0P4y7Gw8CD2AR3Wndu7uSAOA0QTAHIHUfkX1VjPtbHXbARfoTaK0Rh/XQwkLq3jmowMcDmVmCOHLLRnC3lSBlLInLi+jCYB1IxmFqxExK4PRDIQGRVkPxIOIiVYsMzFyGWmst06TjjliIFawJBkE44rJXBOKt+8bPC3fmt/n3Rt8jAuDgyK8E/16HJx95+tWy8bgRDxL3tclu+9p6W0rR3tcwL8qvX718+c23X33x5ZuXrx7vH9Z17essjDS8KqW447ycmwUArsrdGlktgwfWHlAcF9y1sE69oaYg47pKIWGObhbBzMqphEc9At2y2xiBrahnEVYzs9U6d28eFRRXNNJ1BcAwFHe3IuZUyhQUx9ND60vrvvZ2XNfHx8c3j8cXr9/s9jd/+PqrpbVpGB4fj2b29ZdfLev81eefP3v2rA4jb9wlfLUsrJq16TffvPjmm2+WpUWPZV7XZfHmp8djtHXgit6s9dtpP1RlkAhArExSZRirFJ1bn+flcZ7NiXWM6FpGLePd7Qd1uAENLGUYhlIn0lEvzdnC2lOnASj7W74saO5es+pyv35NSOlmKEgRQRGWhjx00TiJsOsCGOTeLQde1+3+Uh/CL7ORqyzXNa7GS1+41joMQ2ihMgVpeloJucVKQOSYbAvajYW3rfi/CiJ2xa8CP4Ruf/r4VTs34m2Vu30EFOxBHKpKFMocYfPp/Ob1q89//4evv/jy1ctvT6cTvDMzBepFy3cDjscl81aRWpiJgtmFWu+Ode3LsvZumkrVETAyMyUCpUz3FSHzw12mbbftuZNa790dycrbMh8iJhYldi1FipdMRt39zZs3a2sAO/3x9av7YRoPu72M9eXrh6W3qQ43h8N8On779dfrPI/j+OGHHw7TKKXmVqBDlaIW8XB8fPHixTdfvXzz+mE+ntvSlXSodVeGcSi7WoYqJTH6HgwnErkwsLJF4+7NrTWzINGqxCqjyihlGod9GW6IJcU/VLcRMhERF71kIHW3x7UdR2/nJNdwxxWe9aRf924cfxd8df3Fp1/9e+H0TgPw2lfNcSQzB8RDyCnYEg/iqaS1tVV+GUH7z0REvntc+5i4Di99m+pHZHcLDw8PX3755e9+97svv/zy5cuX5/OZU04a2VkLM8MmGb99FoVlN4wAwiAinXprWJYlt37ltNPYYndTg34CRsY1/3tykfLI8CWi8/mcMVFrvXLMIzxdS6XwiOqE3r03X/ry+Hg8nk6vXr158eLFF198BeGpTC50XFrv/bDbH6bd6fjw8PqNu4nINE0i4ulXKGXa74ZxDCYSfn1///rF/asXD49v4B23Bzy/vfnNZ5/o3W3dTbuh1EKSqB93TgNNldwczH1d11RlClHRWrjkkiEiwzBM+32AUjUWwdv4Lc24Lp+RcLleu7RguH5QT79/mvdeP8Cn0fy0/fX0Q75+v4X7j8fP09d58sq89S+SvQj+4ebhz0hr/mLh/vTmpreYGU85IWQKCJjZy5cv//jHP3711VePj4/ZXtCiIgKPWut5mb13C8KlDgB5hkvvvYcJMREi0Htfl74sS9XKwkTUw9AAjUqaGIvA1oV8eiXeOe08h/P5XGudpim1Bi4Lm3v0RHPUWsHaWlu4xRxFtKgOpQ6lHnZ7d1fVALxESHl+uL3Z7/elPD/cDrUAmOd57e18mtdlBXuUygOEhVluhwkH4+4jnzjo7ubZ8+fP3799dnvYH3bjOJQiocqXnQqbcQezu5/bcjqfT6fz+XzmOoxSI6h1n1tvvTvSsY43MbpL1EZQ72u22nGh2ednY82efjiXb4noaT36dPnIUudJSrwlgnz9zeuPcjT2YwOdiCDCdcL9JJXalGAA0FPZl19+/OVX9+utmdsfNvtw7Z3C/Xw+f/3111988cWrV6/cvdYaEdNQ1nVd5yWu6nYA6MrACFFWCOBtWc3TxhHXJlcfpRRhSBjc21V+bWuBprEFiCglZP26L+fkv/dutq2RrbVhGDIdzWd2J4FzBDPXmmW0EKR3c3d5ruMw3B7ujsdj790sPqgDsz57dnvY76NbKWW/m3L3WFub52VuKzGPu6kMUzZhTqfTw8Px8fnxdJzJkRKhHz57T5QZBOukWtO3bBsHITuq5j4v8/l8Pp3P3Y3dmlu3WNd1nudlWVszImYpV+T9tmSmqDOQC7xvnr4EIPxpONF3vn+yMUZi71IRf/vn5cWzu3UN90sJBICfgDh+6IjLafDlbUYkYTynQXFVh7lAXX4huPEvHO55vLOIZioWEfM8v379+ptvvrm/v4+I/X5fi5xOp2ko5/N5Oc/ZDcglSISSH0vpUSgS7nNKfzmI0MPndTkt867VcSBiRnrQOjnQHUI5GY0sWC+X6u0GLSJpfXptR6bq3bV8p43xt92AmZWVAnc/7KYqamPcTvtPP/hkWZZkSJkTs97sd9M0CdE0TTf7fXY2N0NLEVYhorX72tvpdHp8fHzz5uF4PLalW48EPiznOayZtbBgQFVVtxBygrt1s6Wtp/l8Pp+XZREugPTmi5m0vqwtYWq49lVJIi4a5bzl4tuSSXoB5TqzPu26XR8H+MKB3MpWgIFgUuJI2j6CN54ujKAgJ6TslVyfw8RPi9rrVyIJGMCI1FgJYOsrMF9vM85V9FdH5l843OO76IOIoItG/TzPb968efHixePjo6p++umn41gfH968ePFiKJI2TL333BiQOIzMJgVVtdYBHmfNljOSP7mu8+l0Ok91HGtRTpC9uZsxiDyn25GqzqBtthvbmP1ibJdUoN7XZTmfTo/pwn4VSLLw7kbWODgZqeQhINLi3do6Hx/uU5lfVRHsHeB+7taO50GLnRY/r7XWcRx1qDJy0cLEZmbL3JclloVaU/eRdShkvCVRlcnBQiJKqVuGrP+YvLu7L+t6XubH5Xxel7U3HerqYdazo7vFB4k5CCRIzU++LJiU+K0MdwcjPNMP2m6ATe0o4Pl9YpE8l1naHg84g8OdNp1sjg20GKkBkqs+iMISfZhkU750Y95+3SRUcXVO3dB+AGizFoZb+kMC17HmLzz+kuEeiQb7bqFDTO6WyfH9/f39/X3vfb/ff/rRx6XIV1/K4+OjMjJj7r1vBRPeYvgZpIWHobp7KUWEjTehgWb9PM/LsmTjnMKtByi05x6bZdEmIZZgmkx5IyL/4jVTTIH2eZ7HcUzBMCIKeFp3bETsHE45Iqz3rsRVVIjHOlBARHr3BFSGOzzyee08ExDusizL6Zy1ryOucJ2+rtRdIzxd3VLNfV1ZUIuUonVQkUzDzI0M1no/L/NpmZc5X8aHSeCWrPLJAuAg4SxJN+I2ZYsYuIwT3wICtyfQZWoRb592LWozd88Rz9swTZwpNuXczJfoqrmVm+qW9lzbjoTwi/nM5Wt4GmYzrtKfwQC5bRUqAMDD/xQK7CePv1i4bxmLebpQXKuNLFnnee6939/ff/nllwA++eSTf/VXf12KrMv5b//2bz/9+MOESeX0RFUfH8+VMQ4TAKIYSh2HgYlexbdVOYpHIAzz3E+n+Xw+L7tlHEpbDBGIMAlEWpNGOHsKFIOJw3uKEXkSbTavASLzfjofS9V933WryZmJMBKOMFctpQhLRM7Noqp2dBW+u71BkDKHk0YUViJK2QnVUkqhwHqeV4CIbBv09iQigdk9mBndbFmWpSXGIdMNJVaVnLu5e5A7hZs3b8u6Lssyz+t5XboZiaR27rK043ndTaZSSxmCaO1eJnGQtQ4gHfmE1d2ZJdGjcZHVJRBnVr7BpwIU4ZbKjKAgEIgRRJwad5zqAOHJXE3dB4DErxMcpGj1VW/x2qt+p5lNF+n1hJkJLmlCDgCeBNqPxeDP8Wb6Cx2XwE6fo7e5srunR9+yLI+Pj8uy1FqfPXv229/+9nR6zJvEzLIJ2HvPS6tKVTb4WhFR5Vo1Ina7qffe1mNE9L71Z5pFd0uluAsKLSIggat4bGzq5Zzuj9855ycFVmttnudSCjNKKRG4YmxEJDiIwBSRkxrRTHqje+99nVubl8PuhlmVhQdJ3GzuJ6mjnXldEzbbGFjDODKRmaUfYDb1I6I1D7j3dV2t8pAtcXNzWMrgnNf0tmwBYVHrcZrPx/PaO0iYtBALQdzdeooFXpbhoKCQi2EyNirMxqYPc2zI8U0nF1fh88vkPZf4/J54W7+vH+k74fi0aUOX9sPPP66Z5/X1f9Gvv3N8J9z/nNfKmLgOF3Dp0vTeS6WM5mma9vu9Eh8Oh1xc7+7uPv74Y2sLM6d5k1k3b8oiIi013eBFZKwK88PhsK7t8eEUEeagwNL9CkAwM3cL7xxRlH1jvWQPjlkBOOFtrrWdLaVWCkdEa8vp9KjKtbIqu1uk/2CQe3cXIuHtLnYCShElOMcKGNY14nw8MeugBUARRRRsZLzEa4RZsv/Scyt6WwVkZrautq7WtgWehAPboC0PM2vRnfyipn1hcjCxyLL282k5HRcp4zjspoteiGplViJhjuwpERHztbl+TWY2uelsFj3NF64J6ruR+kNt+O8f7/z0z4zXyx36K4/vULP//BOii4TL2z43UT642+3ee++9ZTn2ZWXm169flyKJuPry8z9kZ73W8vj42DpqrVWLrw6giJZLLbvfT8fjkWXjjmQ164juSAUPCXKDkRPAnIWXRUDSXTSw1fk5E2DObP7istTdfVmWZTmb7SKiu10layLReZT+H0APItJc53OhdKjI8X6O3uZuPc1mrAtrXMyjs6GUTO2MWm8dV6TasvS+bqv+NImQVK1jKYMawrybWYdZeAa6R8TFb6V32xqp+5v97c3h5rbWkYiGYcw6xD2F25HduwvE/zoQRIQ/vXBPw+D7Ifbzl9t3nvBLo+uH/vQveoHvHPrOSfzqWL8uAHThwuUjqpqidABygV8ulXVu3NM01Vp3u906L8fj41BqeNdaSimpPT+MdahlKKos83mttQ6lrrGqhibm7OIgicv9xltMXy4kIQhimUNeGl0XPQJmLqW4994TI3mRbYEFDE9msZcV8e1tkz0QhhBRqcpE3shaW5r1eW6tHc+nABniopT99mzz7kphfE/1Mltj67oScaR3UxkKKCH8ALP31vrbnqkBTgbr53VZWnficdwdDreHw2EcR60jS3FwpFPOZsHg5AGSuM4v+dLEJoL/rAC4xsnTruCPBc/TkP0FxNLLq/7C5//U8RcTzYsnLcjr8unuFiBGFoU5ou/LmltxaysRjeN4OBySk386HVW1Rs1R9mYjLIlWxzjWiCCKS5bvTIjNM6v35tZ7EMODHRIBkEVAKcyu7y/cL1Jb29KegWiWygI9JWrzICIzowiGuLsjwauc5CHrMATcMyVVVSHxKVagWfTem/V+ttXMzFSVmC86tzl1tojguOw20T2JpLHVuqoqyh7R3bqbRbAKnNx96W3tDZf1xZ1Op1NEjOO0Oxxubm4Oh9vd/maYJmzwFYr4AcLbD2cpv/b4S73OP9+hf06IPz3e2d0u49+EBDMzD8Nwc3Mzz7fe+trOp9MpwlQ1E/qHh4dSioiEuYiYe2tNSwEQ3bx1M9vv99Y7IoZhOJ1OzBS+7eXu0Xu33i0Q1rxzZWInY0gQe56PMEM4hynb5pMjdlwW9TS79OitL71rYvoYGWPul55mNkmJgwVEJEScBnNv57UEcOoDuXvrPRIJ2PP5190ikOA2OG1oQ1yTKwhtnUnrFh5Em5JuZG5fVNiZukfrtixLKeXZs/c+/PDjD97/8O7ubrfbaZ2I1cHxlrSevkG8OdSR4+0yFxEhv8oV4+cfvzzefv4N+afP/C/WmcmUPfHTT9+SlBwzGYBa683h0OaF5+jL3Jt5AN5VtYiIMMGJgxmt9dbadbZi5hRRyhARTJp8zaz0VCtpIeZg9iCEee9wIhY2CFMIiWZ8uQiR6ncl9TZ+XymltcWMQO7urS29FyICi7tfluAg3zyrAsSclM+g4Mj8O6fCRFJUhuJgVO1ndmVm3oSmEBZOl0KZtwIn5YRYlWVUHaulrzHg5CnZTiHpHZmewKrKpXhEX9Ys1sf97vnz5x9++OHz588P+9thmMC6GTF+B4LrHp4Crhd8C7KwAV0eujhmAEGbGhu9fYEnP43ITg+BQfGj/3mqSiKyJ/D0FX76azw5/z9/9/gLNyJB2AwwLq6R7o2FRQRwKuXm5ibM5QEzoQut82k3jvNYijKhA91s6bYwaBhKJjMUFE7hcnqYC5cUR+69L4vd7gfVQqw6jFR0KBJtdSHqPb3niBhG3o2UylCIxN2VmEBIv90NXsgdVFXh3awJgsKX86lOIzwYGt7DQcSRXWpnAoOIRZgonLbGohArKQQOI2aSojyoUK85fkdKkHkP85QJcbNczsFBIlJFarVCw1QDPqOFG4hVOQLuqQjZRCjcS9HjPHf33vs07j/66NNPP/30r//6r99///3UlG0W4ZQFd+oCxDZoMzyZMvnGVkBEbAPMJ+P9yKfkI/Q9Yg+lXxIFbUj3H/x6UcUIRII8vk8Q+oGvqdRHPy9/z/fy07DIf17MDF2gPBFBJKpg7OLGRego3NZ5FmrLMs3TNA3DMIjIBmBkhkNkKxPbsvbeT6fTPM9zWxOyK4IePokypzotRCRICBzBMI/NX5iyE4EGokj4DAB3th4ifu3sbmEHx8XMVYfK8nZedsGWOTOChDZ2S4AITKQiwmEI9DD2gMGNgSJJvEEIwmAuzhBjEIdvnSJyMFNhHapW4aJUGWCJuEwoKbrlcMoRFtEddLXURjx//4OPP/74s89+++GHH+5vbrUWgmwWGrENjzdZUzwd92Qpv/2NJ4JF/ou+5iv8ya8Uv+yVncDxl0yu/hlE874D+CSQXITcQphlqKI3w1C0SJvPpZS+zhZxfDzfP5yn12/uHx9AUmqJoAzE3htxnOcHN8xtdrdlmR2eaZIo81btBzOE1MSMe3AqKiIi3CzCLq6CbByKCCY40OEUggAhiLgoBMG0WufwwZ03hGxYOKXMJAciiFOK3K9djVSqgVOwcDf0Zr5hkKXUiICHO8AsEUqFiRgkQluJzCRFdKhl0GRvpOpKchIjwnqYWw5erYeHW3cH16FyHT/6+K/+1X//b//1v/7vP/rok2ncixRmBkdP0AxtQ6UfTJ1pU6N3jp8DGv+XPv6CZ/RWieCfJeiTw+eWc+AOriosqCNNblmb9t5Z69r9uCyvjw/Luj7cv16WVmvd2NPelvUUx1ScRB30vGC325VSiVCLihBRMMAUhGBGMHMpsTkI2+ZuYg70BLcAhahf28y5xaf2VogAsN4hFN/tmuUabwgQyA2g3Ji3UTxDQFSqcBL9kI11Am2ZPwWzUEBBKlxYiEIz3JM8rpz0jGymWjiBtul8REuZME//Ooug7jEM07C/Gaeb3/z2X//1X/+bDz/5dNrdBHF3CJGqLq3FW+D4u5FzDe6cnP6fL9T/wsd3FYD/0o0kIoqA4QKFC7SN00qiI7OCeAyUceqQc/PjaW1rb81af0PCtjUQuyrqwOvSp10VoQBEipTqvY0qylSrlCKFsxaiUspW1xE4/aMD7r4VYwRyRk8khweVIGxCd6KpmOfYrP2ABPYl9zvJfXCEu3Fqk+KCFCc4IMrCVEWpKJlLt+7R/TIYchYKJmbhbOdASTlFzQkbPAF0aRx1h3t4oLkv5ks3JxItlpbgIfvdzQcffvb8/Q8++c1ff/zJZ4fDLXFtPeWBGcwkZubd7DL0JyL4Wz9aANe8mulP5b7/xx7f6fH/qlDVp0v7z4n4n9lIurwghV/AFpRq0b41AliJtZIws9ThefDSfF7WdV2Px+ObxwffLhD+n//zPXD/a97c///4eUfEE5Th/+l753/O8Xaq+jOX9l/Tp8/UkNJ4TSKMICAW5dQXLFIOVD4M6d2HUpdlefHqtdu6H6f/x//9/1Krzst5WZZ1aYfb96Zp/+z5B//63/y7997/UES++vyfvvn6i4dXLxVWEbbM0boyrXNLkZPcx7tvQxkAzNluBxGVIrXWUmWapoSF9d5ic4+J3W4cJy1FS6mqSskT5crMwkW1lDIwMzk7En9GQsqUtjwcoNX62tvae+/ZdtzYjBw5Ku0Rscn4E7ubb8XnNgy28MX6ajYvy3mZ53leFx+GqXcLkt3+5n/4v/7f/rt/++8++OizYdzX8eDEDgkn30TaAsRLb5wpXJqxg3J1B7a+O57yUH/ptf2F8fAuguxPHT+fy0FPWpY/8FMi/LAk6l/i/r7+1etrba4CsHDJNl0QORNRCERHvQk+Lys8/u2/+x9W86+//MP9m5dY2n4/aZHb21vrfrh7BirDbhp30+H2dr/fW1/Px8fT/RvYJuzonokrXRENjlCuqX8dG1nTvcdlJBTcw3pQYfeNIkuQSHBLY2YXSehb9kk8nLg8+RxTOCUBtCJETMzEHASBsBszl0IRkcRqzeGqu4eYGTNEmJlLcEsMabZQhK/1ZcJs1u7pOg0mZi3jtD/c7Q7PxunAOnpQaw5mEokUTYmeTFVNDWTza/5+2dW/d73+f2R1x2Xq9mNP/XXz16BL3wQXtgYTIaMwTWQdLMKkjvc++LCSEBGr/I0yI168/Prx8XQ47KZpev+9D7jUOuy57MzBpEWHaXdgLeE0H2epKszDMC7zHPBcuq4yuemncKVNAokrTAqVM3MG3yXCnDcvc3FDbx7emcEcJCTCQmhu0bvmmCY7rUjdxStkKIigKkAYAoAgkQQbz1qDiaj3NU+AHQRjUCml9+4B62ZmbW6tmWpVdXde2gpwLXW3v7m9ez4Ou2TuRZBq8Y28zGZOYPNOtFUudJkHJ98OuNqL23bT0sYF+fnH98Plp+Nk62P9qpvq5+TrF7jUD5/DP0vf/enxveYXM9NGggzxMAQ5EQezlFp2zz+U3W437qbj8fH0eP/q9cvj8byu6zAMwfLB+x/tbp8HSnBx4rn142k5ntt5brZalKJQudgJIYvBi2UzbdPUK96dAQvfsIHJSnGBKEniJ8HpCrZ9H8TcRQohR6gWEQS7LhHM7JJwACUKolRBcY4girKhD4QZQkK89TDJLUPwemZEtGUXF+hY+sGTMMDmYUGc6r3TNOz2wzByqeYc6fLM8GQkPfnQ3y7ekbIV/7wF6T9H2+MXHd9vueY//9nD/Z2//bb3twmnhbuHB2NTQ1mNppubT+U3D/evfW3KdP/6xfH08PXXL+cVTONNB3jUOj08rmb25s2rr75+8frhUVu7GwYpouQCiavN2EUzEhsF6jJSydg3u2pKmpmIqGmtnDtD7xsHkOjCQHOSZCH3cPIePSKInC/SLgCudEHJaSMFU1was8mlS6AMAeFAhGWSxCBDigwiHB6R4onr0pubgonEbLHERpKOw24a96UM4eQWYA4E/CKGddFzvvZbnnZdvhuMnLSPP79QvQxqgR9aX+PyEfy5nqY/eQI/8fi/RLg/PYPr9/Ekg9rCDoAjwFzKMO0/+82/Gmv5+OMPf/ff/u4P//SPr1+/fng4/uGPXw4vH6bD7bP3Pz7O7eXLl1988cXjixe0nvaCvvdQTeBJWIAMnLPygG8sswiKizvaFubdfROIE+aeo1Nmdu4AxKCqSNhAIiEveHEAEuHuAncVAYG7s3gQB4MStOscrpTvGOENQIdfuf3YQEEmEU7kCCcYolNsXJXeV+vdOksJh7t3i6CNfERE3QLRQWyJANiE1q9Uuazg/uWS8l+X9P5zH/9C4f5OoxOXQLk+ngTQBNxGhGolMHG5e/7+3c3ht5999uz2+d3h+T/90+9eP9yDyuNxbqbBb7765uXv/un3f/zjH8Xsvd0w7MbeoquPrJyS8iGJGoBHcCQqkJkDFojYlIM9PHK+HebMjM3bjYjIi4FJtZtdHQ6VEeAAOhHBNp4+uVsQg5QlCA4CNosNJko98tgIGeFunlMqgIh6bHMBZvYIJzghRD1gxEYcyVmx9M8xsyDZ9IZSIcfhooMziAJEWeNua7y/lcL7MUfSKyjs+v2vv9x/0SHon3P84Aj5XyLc3za5Luy+uOBPEulKF9v4ZGM4qDtKqaWWerhh0LPb288+++1pnpvZq4fH+4fzq4fHFy9effH5V198/s1+qJPoUnxp5rUkGZ7SB3S76gEPMNx7gBxvAbh4chPmJuPubz3MupKi90RfJn+ZL3NZEJED7OxEbEyxTWefftz5zmkroUBAbxFmfuEa+5OX8nCn6HCDE0lH9PDu1s26W6zrvK6tty01JyRbqrVmFBp5Ik7bVJnxXc3/f8lk+scWeKdfQe/49cc14q/X+l8imXnnDPLI8BJiBglLLkxGJKzECOscZLY6aBpvPvhI3n/vIwgva395//A3f/8Pv/v8f/ny66++fflqWcHo87nNKul+CrBbatV6Tjw3Dc3sSxI/obVvR0Rc1ZQSwbKt7u7cuZP1xfpiNjqMMJIqVCQQzJ7Lvmd3xp0pEEaoW4//0gxmVUQgRXfdtkUwpY44B6qRasTJuo3orbXTfJ6XZWlra43Z5mWx8LRgTMb3polOFN6cnTlYUnv8atfDABiX795540++Ty2MP0eT7p8jjfl+N+an574/XSX/S3Rm8N0Pgi82B0+X2HyEiS2cLNxRtbh1klLHaRgGZtZaHk8z1Wn84xf3948vXt4fH+cUxJrXdp619fDggEYaJ9BlUk4gSSgrGd4RbQsGBcG7XWB4HiGpp8UcFyWC3ppt9SS4VnCVLGe/++H6sgQuemMcMCS4fVtj3BP3snWKriUwgAhqFq37uqbQTKzrejqfl2VZ19nMmLX1NUCsm5CiIXrva+8QBHEK1XgEOxMJOTuFUNrGvxsE348Zjr/AwvsTTcD/o46n56MXyT1CbH55+YPv3yKUNlZhqYX9I6/99rfyzzB9J+IzgUmiavZ6LTysA0jGsYUPpZZSPGx3uKHIHDyYuYe/ebj/r//4+99//sV//W+///qrFz0wqBTh1tq8yLwYdDAI8ehYIgxB+etAgOGAGTygLODw3hEQouZNmf3SsmzdiEgKL8tatWy4WceChYKERFm7uqoQS8SF2EoelqKT3lp2stmdzJuZ2WZvRhaefwhBQZam6EFw89bsfG5Laxbo1tZ1Pa/tfDy2vlCg+cnNDTpM+4gwhEfMvU1krHX1FSRkpqQsQ+9BRMMw6NaT3Nh7Ty8rXy5TXp+ceSN3qnzC005OPvg9Jmt8b7G9tn1/IDp+OGi+EzB42r6L77/8n0A0Xh9/eg4/nMy884wfPF2iTXLkB0/3mppfk5ZMc+PS9saF15fUDTxJb/LJJAwA5OTSPSiCWECQUqy3l/cP/+13v/tf//1//Pqbb7vzOOzMF3NvgeaxdsyrVaYsLAOeDc9s/+UZi8jbe9XN3YkCELO3GjS0+bB6RMw9LjhkX9e+LG1d+/m8jNNUh/SEUcAT9Jj8vpSKb62KyKZR5wkLgCO23cu3iLd5AUs4Nbe12dLavPbe+2k+ttbm03mdV7eVKFSkanEu10nKan1p69LbMAw93FrfpkW99+apb8nTlG8kP1++RDwzXzSQLgG0tU1/pJy90Iq+FxLvro/XYP3+8f0h7pMffQe19Se3iB97wtN6DNfm22ZBDH03N/rxEwKAALP86JZHxJIfypMQ5h+4zyIiyTX47k0SERwKQFOSrHfyKKrENK/t9Zs3//iP//Sf/8vf/e//8T+9fn0fARCLjt5bcuYsfF3XriCmMLpo+KXHIgUIaemB4HABhW0afWYR0fNTAbKvglSDyVSEiKh3gImW03kZhvNutxuGstvtdvuxbCBkOMFbY7a22lrXq988EP3iZRkB9zDbUNE9PMN96S3D/TSv8zwfj8fWmq2t9QXuKiRFZVRWzRNel/b4eHr54rWWgww7t+hmQWA2hrXWyYnJxpotfGTStNUvdGl9P00n36ou/tBKdwEfvPN4UgCua9lPF8REb0fcP/Ynfs7r4MfD/Wl5iu+H+898lZ9z0EVkBrHJZbl72Ca0dNWfuZ7B9S1dmf8Iar0BcFGEtXlhQu/U+vLy5bf/5R/+/n/+X/4///k//e1X33y7NCMuBqosnTyFJdZu89LWqlNNSkSOygXwTQU4F7acQ0UwyTbnis20bGuSEgNIeFni24Q4KGdUoeu6NlvXXmpdlra0vhuHOpaiyhunpBOFzFJrKUNNz62LICsDsB5mlrZhFp4EmHlp52WZ5/n+8XQ6nVJXw1tHBCNQxAXilJgudz+dTsflSwu2EBnHabfPV55jCafUAnGPNMG7+IK/25t7J6ouQ4prMLwbGz8Wg/Hd/ht+eSBdo/PpKf1YUvSDv/v0n9cDFxWdPH55qfodq5Ef+DO4hO9W5GVtQJQMMroIx+FpGgMoC4mCWOtgFhSwtqLAe/v21asvvvjj3/zNf/r3//7f/+e/+/t/+sMfH0/z2m2YJhYJZhAHuLnN63Kaz4dBxlKYL05R4ZYVBEiCiCOBK6paVKmje0ttXPOrjzYBsLwH3IJFEIaIFj1cibn7+TyTyvE4jKf5dr+fDvvDtCuFe1vdPTEwpXStvQinAUEuBwDMIoGPPXyxLkWJaF7a8Xh6fDgdj+fz+Rw5evNg5qGqonBozmCVCCHLafnmzcuXr4+LsQzTZ7/9q1IrM9a1ha3DMICktRZuwzAMw7AtNN3tiZYJfmgd/bHmzNsl/LsPXq/+L46lHz/+ZKB//6Z6upw/zReePu0vKYka383dcx9/y5d5ktJds8/rky+ZD7dltcgWtLfWvv36y//wv/5v/+F//9/+y3/5m3/4b//1/nR+PJ6CqDvETMvAwqTKBI9YlmWe53U/uG+tTSLaxMyBCBhFIWIuIhQhsQ1Q325/6e/n18wPcGJ3pCRYlqwtjLrnWT/KMpyW42m9XWy5ibEO0e3asSEx1V7qNlvYVlgg4Y3eenNr4VmvL3N7fHx8eDiez+fWGsBCLELCXLgMw1BLJWZnqKoHnx9PX3zxRY+vTqs5cxmnDz74YBx3uUf13sFw9/BN1ztnWADiog7y9IpcA+InkgQ8ifinD/7Eb71zcPxcQO/1z/3Ec57GN777Ft6J9ev3f164f4/8/TZhuKzl11r++ifzOdcU4vq7ZhbmAHugLev5fP7266/+43/6D//T/+t//Nu//Zs//PGfjuezDAOEW++sfGkRimgVhMPmZTktsiy1T1KrcGbscEsN/cs+w6AiCgBhzBw9ZR9z1hNEFNvAa3s0wObmibGM8DQ933I0O57746k9ntr+YR6GoYpm7kBXP62iqprNpSzcN9G81i3cCMsmCraez+fj8djXJJ5LGcah1kFLKTKUOpRi7FJUVdfu8zy/fPny/jg/Nlvd94fbYPrNb3Z1Gtvc1t6cQkXMzNa2irg78pYDgEtq9STHw+UC/dQFzwB68k9+Mk370/Hy8572s17qe6H8Y+H+9Pl/YW+m691/zYOvU7QtO7/cCfkgXwzWEvpn5ktb17W//PbF559//l/+5j//T//v//E//m//4cXrl4BrLczc3eY56kCOSF2ZTIvNbA6fV8nQ2Y8jcwK8hIKy+w0AHhAnIuLQUMpxpvtqPSLSzCNRJ1m29oDBA2QggJzgYd03rJl1uDud58dTHx+WWus0jKKkUq8Rr7WochJDUukgzLutaVXSzY7n0zzPKRPZ1gVAVVGWochuGJWpiIqSCFlsQvjufenL+Xx+de9n/4JL+eS3f3X7/NlHH32y2+2M2zy3YC865SbplP4fKTUrESFMzPxOPz7i4jn445f45zz4i2Imj+8v5z9dA/xguF+PH+Pm6hNA7Hf+pG9mJt85NsMT4CqZ+3TNvn6DC+zJPVXmSFW1lrz87r4sy/U1u5uZnU6nN2/eHI/H12/u74+nr7/48h/+4R/+7m//yz/+43+7Pz5uGwXHaqu714oIF9XWljKQUooyu4edl2Vua4LASimwThwCmVcLhJmRqrIwNpkYcu/MtVbiOM2zRY+QIGqtSQRoI6i6ew8kFDKQgvFskWqs4Y619/NyIjrvhkWEIEoXKolkoIlsVH+OTeQpeiYby7LMyykiShECMdNQylBkKCqEqjwNSu7zfOahABEc87rM88zMzH482rfffvu3f/u3N3e3z957/le/+W2EDUPpa/PWVcTN7Tz7UHNRMJFpmqIbBH7pm7296JeV6BorT8Puacb/zkr/K44fCrB369R30qcfO57G9088X9/5k0/DFz+A3Q2+urhchM9ztX7nJssQxwUn8/SEWmvH4zG/yZX4dDq9ePHiyy+/fPHq5cvXb47H48tvXn755ZfffPX1w8ObcJeigJ/npQe4yK7wsrq5Ay26uCoDTrBUAw7viO4IBxMpMzhGqCHMUo/An7rgiogoBXSsNSKYmahf72MltZRG9Qu4kInBnUApMMwRjt7zDWJZT9fedjicrnldMqyCKTgc5LhSizwi9YrJRWnUup92tepQpGR/MzqCiSlVhNtqjw+nNw+P3a0OaAtevXn44qsvf/e73z179mwaxrvDzVBrEBOHrS0rh+jWuGUGP89zrfV6Wbc5dw68v9v/fueIn90X/+Gg/FNJz/f/7vd3gJ/+699f1J++oDq+00KiJ7kHJSXtApfNVq17IxJiSvCbpyCem7uLSNGq+taJOyLWdPtd1itTIc238uvr16/fvHnz+vXrr7766vPPP3/x4sW3r1621ta1996jGxFKraXq+XyMQAJMkgzV3dzCeossiUnM++qxAC0iWEiUiEXTk8zdLTbpGQ+3JB2pbKPELdNg5ibAZkNuAKiQ2eqBvvlWesApnOGOp/Cb7jDD2gOwLRl2PEXnMEEAJihjgxIDFP/f6t7suZEkuRP2IyITAMki62KRdXW3ekY7ZmuzetL/rvdvH9b2Mz3os9XummZG03XyBAnizoxw9+/BMxNJgFVd09PalcKq0SCORGakh4efvx8UDBwgBhwOBmUZ90fD/f0BMZQxeE+t784YGDgUg+F0XU+m05vxNAsO9/dqW97N9ezzRSgGZTE8PDga/s2Pw3KEqDnniBQYs0hd12S5LEvmYCCiCRvIIlTnjkFsuAu66sie4G0EcUscvyDCX/cyf3ZYLy/ZNx++tAi37PWtvah7fk+7b+n1B39DRIjMIc03aqz9GVfY/kltGe0mk8n19fXNzc319fXt7e14PL69vZ3NZsvlcrFY1HXtn1yv16u6WiwWztdCRMzR+Suqeq1gRRECUJ3TOmXHFbbuSgkFzABrgKRQGdZIgsSEXjNGRGgZQJmc4NyYkTlwCxLGcRhjRGZcYZPyJFJoNBJGI3ARV6/IRZQ6gyqaNNTNBYASVAkQwVPyxNzxpGPLC+ODAEIARmCAGLAINByWjw72hsPBcFAMBgWSILmrDabe+lIQcozDarKaTJd3s0ooDLksClCbL9dpfD35+PHz59fnr09fP3lEHAc5VdgmOhAxOKKqqKB0hiXR/XqQXiSt//KXQiV/qVj/rFe7K9N9E2NXrLdEfFfx39PuW0fpPtGFZrdMt+GwVNWcJaXsFovTYkhuLBYRqao0nU6vrq5ub2/PLi9ubm5ubm4mk8l0OnURdylPKVVV5V1z3a/EWBqIpKwCYKZeLWtCRBiYkACy16gTIlNzkgomABkgGi4V1mJrgaqpzWoApAcxxBghi4P95mxMgMxACGbO0eS0V56TsqrKKtGMCWIgwZDV2cDQDBNTZKsREqGI1Vmdm6hBkcSm4CIgmUGDxmrSNIwaMEEgKAKWTKNBWQ5iGeOojGWkMmIZkbnMJqomqshUFOVgsA9FsVik8c1sOlumDBS5TiZGhFDXOp0uP3+6+Jd/+cPx0+ejYvBo74AoSE7uczu/WlZNKXFmGNwLo+0qwjZesy2giKj3/94S1p8R528YfdXudnJf0/vQhoLhAenvX8XWCC5tsKPURWRXeQM0uI1E5BhgjsTbCe5qtZrNZuPx7adPn/70pz99+Pzp8+fPs9lssVg4obvHZ1LaYJNvbS9VnUUE1LcOQ+AQEEDNrFrXRswUBhFXVa1iXAAiipkqJgNEroHWYrNKnwAJB7GcTFGVGYsiIkZLdcpQVaoqKVVmwcHuiI2IyjIQEYUYQjDEqqoIRBUioSqKgoiIkgAEsRipiCFlq+uMq9qSqgF1BLcG4CTEgObpNmcksMaeKZiKQHtleHJ0MBoNvBOFGSNCYGImy6pgiMwcyuFBMRjVatfXk6vLm2otITBwWVeSMxiyqa2W1dXV+F/+5Y9PDp8UHH77/W8OD/ZijG5GWkrNLBMys2yKGqzjY7Oe29o9MdwIwEM6/p49/S3m9beMLR3fF+h+CHtrDTz4o/0XnYGtiZH1hbsJI96XeDObzJZEQBSIiC1qXS3mq9lsdnNzO5lMPn78/OHDh4vzq/F4fHl5eXt722CjuCewWa8+mUTtLLfdTOAVk0042Jw02ACAGL2ph5AQkBzK2ZxLFZP5hs+CvM42q+pKUSBAIAIBEiM1bHxBwsiIHZeTZiWinGtmBg4xRg+mUAj1elmvK9Dc0hNoRk1ipEAEjFAQJ4IAhhYIUwhWCGVFb7FTBVBxaBUDI8JIFhgHAYeDYjAoBwXtFXSwPxgOS2x6SoCRUC1pUjNmZuQQh0UcqeBkOrsaT24m87pShEBcVJUYKFFw/vFU69Xl7b/+8c8lx2EY8ZvTRwcjNDWTqqopc1EUMZQxchJHDvZeFqeqZTMz4B2B/poAuSFnZtvVVn+V6d4cp7PEtpS39TI2u3r9K+cfHIrRg98u5T6oHf19xNdGznm1ulssFsvl+u7u7uL86vr6+tOnz/P5/OpqfH19vZivUkqr1Wq1WgGhtpSOLtN9f6CFxWtOERGhbTVSxxwyC0QYKK0rigUjpiR1yuTwF6AGJE5sbl6uQ0l0XaX5Oh3ty7CIFAJjBqsVUMVILTCXMQaRVFUpJVMDMJXsoBOIHDmEUIYQqiKsaaaS6iS11zaCEaiYIjAjGJCSxYAAoQiUldaVikLOuq7rlCA3PXpgAExQFjQoea8s90eD0WgwLAJhXRTEaIBYhMgBc851tQJkYCriAEKkIiLzfLW+vpnOlqvFsl7XYhRJNasAsgEBcs5JNevd9MPHzwR4MDoIpHryfDQaIKKCWctimVLi2PIS2yb/ZWbYkpp090V71Sz21cjJr2LJ7B78QbXdT1B+y3EaV7UoGv7eqqqgZUyOMYiIGapCSrXbHjnXi8VCRGaz2XU7Li4uzq8u7+7uzs8uV6v1alWllJpNXwwAGKkoBtTSrHo0wwV715IxswbsmMCBR5vgj2QMLGbgtBUYJKtpnc2IAIwiEyGiGpBp0uVyuarWs3UxiASowFhwaDD8CY2YA3HbJGGSAEBVwBQAOSCzGRDFEGhUEOZUrauKiBRqAEBRNlAFAzLDIGpFUCBVFaWcrBZYV1VRW0pZzPuqkNGYqSzCXhkOhsPRoBwOiiJQDMFZC0IomBgMyNiDNkwMAMxcDEa1yvhuejWZfDy/XqWUDYhJwTBwXWciyDmHEFSSAdxO7/RD5kiAucrrN69O9/b2OEZVrXOmEFSVtbFhYowUYhJD1UFRONJYA0qADNAy71EDX2M9QQS4p8Xx22LkX5fIrT+3llPPEPhascOXXgzz+dwj6ERUFIOiKADI5dvDLIvFoo2izKbT6cePH90N9WDLZDKZzKar1YowiKgZEhFSYGZqGDcb5i03Hvq65Fsnwk0BvJ/SQAM0RBBoCsHc+EG1nHNlcHd3NwgYUQ4GgYYOPKxmIMhMbEiBgLBgRMismr3dBE1Bc64NmREoMnIZJVAITi2Vq5RyVjFVMQE0RUMCa/ugMYKFOudltV5XlX/S6ynNjBFi4EFBoyIOYigDB0aTytAASDUbAQIjU3BbLkaO0YiW1Xq2rq8nd5PFYlHV66xiEMzI1HvAkSln4RgCxRAICGfL2U/v3xnkql6KpLdv3z5+/JiZ67quqkpEymGTG+E2z4otx+1WO2mnYpu78YVQ4Lff0J+/4/f3k/4rX5f1nx1hdLBf17VrIMm2qlJd17PZ7O5uOp1OJ5NbDx1OJhMPrdzd3lZVtVzOvZJJRMBoUI5UDVFyVhHR7PUChIjextHZSHCfzX53EX/jlXSOUbfiERG8W1lFsk7upgVZwEw6HEayskQKaARtFpmIiGNkhswiiZ1bSUDNTJOqcoyEFIpCVWMoi1Jy1jpnERNTU8iu7tj7LZCIOESgIkmu67yu6yTqlQJmlnNG00AQ2ErmQE6HIGqeE0YAU7MQwAsQmAMERi7XqovF6ur27up6PJ0t6lqzgBKQmahkJSBkoKpKqhpjiDEwc071eDxer+aW6rpeZ5UfEB49eiQqAIQcPAfiExhydllPiESuWTzL0gv/AUBbsL57I/768aVVtGW7d+K+9bvfGA8Ny+UypcQcU0q3N3eeALq5uRmPb66vr6+uLl3QXcGv1+vlfA4AXnrgv+rNfL2KS9/6yN1ZPw8P43TrshPxrf3rL50XIrLG03XlhOJ/SZ6vlmWgwBZQ9wZxUEYqQsGMxoCmAFmhIGJGQEO0QAMREZQk7lADmIEqADISBwoQLGKpogKOgJdFiSiUA09VMoZYFoAsAKqaVaokVVV5zMqyGAiaMRqDkampgIIBM7MBNZZajGU59GxdBqwF6mo1mc4ursa3d9NVLQaADMTB21Kt2U8ZiASkzkJsMQYOIdX1bDH/87t3IsnDvm/evNnb2zs4OBwOhz6BTurkjIi9/OADAv117f6rjy11tjW2BKl3ej8j92E+X7oo397efnj/aTweTyZ34/H47u7u5ubm7u5uvV7XdeVaSlWdk9Zb6NVUREWymVVVYiYOBTFzg73V2Otuo3e8Yl0g6UHj7MGz3P0ktK4tI6mqNsxyFBoyc66rPOcFowTQQQzMCLQXBmVBQGBgIqZZBYkCBWQNkb0EndkbmpxBzUwQkIkc/ZyQvQbAvfbAzEURmVnAInEoIyIaNOxU65Qja2TNYgQBVQAAwdgUTFQVhE01cIFU1CIqwLEYDvZCWYJRWleL1ep6MrkY31zf3k6XkhGUwJCAUMAUDAgJyYjKQRSROiVTYaQyIiJKlpubG9G0XNdimMROTk44luVwWITghZlmFrhAYHJEctVOr2vvpjTWYk+qGvttJ3/5148Ht/pdTb8rIT87wj/8wz90aaDJ7bSqqtVq7fkgN1faUCt49MaTpn0TysVuOBz4ne4aO8zQ7uOu9GOa3dxthfZtx/fvX3AXqu9sTcJGLh1K1zAQBwRRyXWS2XJFaDEQEpBb4IOS0csAshgGQCAIWHg5CqEBMBEZgCTNalUNBt6ECrrpywQ0CASBkVCdmSAQBDIAE0gimuo61ZXlHAkLphCCk1YTGHl3i4kZghqHqBDqpCJGYRCLkjmuq7RY56vJ7dnVzdXN3WwhtQIEEEVFVDUkNCBo8fgQ0YlaxbTOFVIgVEMUldlsVlcZAOq6vr299Q3nydFRl8HpomSpRg4P7LdmBjsGvd3/89tl7uujL81byntLx3dfeTBk9OAI/89//a/z+fzubrZYLFLKqlpX2fdfz0QQmzkAlW8ibjwAKGwsO/fjDRxLQACo4QYCcGrs7rQ64e6Tr+9e8IPqfHcgIhJ0tVbeageAhGwUsulqXYNkAs/CMoUiUISCAhdIaCqGSAERgFEJAncAYggWLIsBglqDc4YgXYVICF3pl4IaEjMCGIiJSEp1XlfrqqoUrIhlUcayDOzlYgZgQl78gwgYwbDOEArNFogLBUoZZqv66m7y6XL8+fL6dl5XAkCgGJVybrnEGBEQ1UykTpLME0ahwZ8JwbcfBIP5cvH+44f5cvHx86er8fXr16+/e/P94eHho0ePhsOhtfiYRKSA2P7r3SAEuo/CB9C2AzwQTvm1xoNS3pf1Tm9+o8SHf/zHf0TEtkzFaYk2dY5eVpFyMvCkTNMIQ0TerGQt8lZVVUSEwIjsVjsAiIiH2ztlDL3E2O7JbV3GN05Kp+/NzJAUiAkBNCkkyTmL2VwBYzmKg0VRFEgFDQIbAooxKCKTKjA18MTeyg3IGIwoBlFqclLevk0IoEDN5aiKqrOgBDIzTQbZIIPWoDUiBo5lpLKASMzMBGgWCICRkAIi19m0VhErqTAqq2RVqm7mi/Hd/PJmMr6tFxkwACAZoCEbgBkSMhAjokpDwEcAoYjMmFMlCgAhMpmhw8S76zUejxeLxdXV1c317evXr1+/fn10dCTDNBgMACCUhfezfov0bOnXb7xZf+noi8SuxG+d58+eM758dWBm3nWP2Ne4XfzkXtznfni/wRkC8AQnuAEDQP0T8vepbc12Q6j7s39hWwu3e7G7MP9WZy9Bb8foHgmM0UIgMA0ghEYqgeHR3ujw0f7L42ffvTo5ff48BoikJWMZsGRErU2kZCgja5aqXgFALAYU97NtIkuq6jaDV2aKiEhyLEgFExHFnKWW3PB/INFoNNrb29vb22OinPN6vQaAsizLUJpiNliu6lowFnvG5bKS6/HdxdXNn959/Hx2eX49W2cwAmNUDAlUqSnpASNwWkAAAFitVtjwd0MMxMwExgigDrNDfuOY2WF8Hj16dHx8/Ob12x9++OHHv/mbly9fPn78eG9vDxGGe6MYY9NyJU2t63A4zDn75KeUPG+YUhoMBv1Nu5ul7cqzduy+/uBO3ulEP9pWNOYXbyNNprOtY93uJwcAM9oqCuqfPMAXk1u4k3T4t9MBW0OBrOHHIQQTNFFYJqBVfXV7RyGuUz7YGzze24P9IkIhqEwFQp3MQKDgMBztI6IhZwBw8gWzgKggaGwIRB6PyiKsDvWrmi2rIgeUIGYBwEIIg9GwKKNKRgjMvDc68Kmos+as6yoZRw7lOstiMZst88Xt5Hx8O57Np+u6EmgQUoGVyNRJbuDBHD2BAiBBP6eBZur1Cx2upW8F6/V6uVzOpvPb29vz8/MXx8cvX748fvHi+fGzo3x0eHjoDd0erwSAxWLhqQff8K0tM1mv19irjW3O5AuyDg/tCT9rsv6KI2RpwlmIDYIbAJiBu4CtNDsUlXTPAaB7qzXMAaAB8G5WR3O0B5yYf1O5NyRAyw4c6v0Khqq6qFJSzWKLKt/eTZ89OZTjY4ze3RRNEyKApCTJYhwMSgQUFcdCBfISBWRkQgSC1pJpAlYCpqpBs0gyLP11IvIYHzMvFgtmKcvhcDgioqqq0npdZakVhoOhcVzeLc+uJ1c3s4vx3fnF+GYyvVtUtYExApIAg7E4Jw410MHg+xsoeIeieU+COm5aU0+PCICdFdoW8ygR1beTxXI1nc/OLy8e7R+8evXqu+++Oz4+fnF68vr16+Pj44ODA+JApu5rebASAJwe1JW9O3jWc3m/fou3bI+f/fyvO0JrnGyvs/b1ngvc+Crdaf2sam+edK/8eqf9s4PExDlxCdCQlaASyypq9aJKi+V6lTJhVGfKoL0Bh0CAjGCkzEoBEYHIsmijT50OhMDLH4jMjJGBCc3cRBMlaHlo3PmLkYlCE8EHM0MxzBmWtVRigGE4GhjHVa0308Wni6uzy8nV7Wx8O1tWdZVBEYhZjLUhWG2Cf1s2K1qTqfKFsJkGNe5V4DV3wRAAqqoSseVytVqtbm5uQgifzj6/+/D+zZs3r1+/nk6ni8Xi+Ph4NBrFIhRFEQaMiKvVyuP01NI3eBqx09NbFumDY8vK3XoLd2Lt/W811/tLZSl09nrvoP1cg2fXnJ/Ndbz/0kbrY+95P15LOy5z9/gr7l9oioAOhATtmaEX2yKCgRgDABAZmpqus1HWlFVwjjBep7pOklWORoNBxGEsIkUFWyeLDBgCFki2MRybaKQBOpKTk7+3yL5mbj45MQmIIRo4XQKFgih4wDFnrWoB54QfjibT5eX13eeL8dnVzfn15HZereqcFBUBORhHEY9ZUnN9tmGzaaYUAEEZEA0ZkN2rbfXRRnAUECEE5z0LvgyQWZFq0aub2+li+fni/KcP73/68P7Vq1evTk6Pj4+Pj4+fPHny4uTYzZjO9YoxOodU/7Z26+ort/hLgt5/svX4awlM6J+rH/MX+wHdcfB+TL3/+H9yeK1ZBnRWA2dyUQBCEITFWi5uJ+u68tIgOX5yuDeIMRYhmORaagVk0FAyAHb56zal0NwGMgAmVMumlkXAmlVmBgqIkJOjGFgIEYidXcwUOQ4RCIirZNc3d+8/n51d3Ixv7m6ni2WlGZBiCaSGbEAKYkCevSLADXaP3yzw4AAA3ptkM3Mzxl/3PtQu5qamXQ2sdynmnJfLZVWt6rq+u7v7+PHj8dNnp6enb9++PT09vby6ODo6Onp0OBgMzMyb61NK1hZ1P2iiPDi+pN37X/zGjeIvHcGtQAMCBEM1s17ItRutXoGtBLO/0DT29kdnwIdvTgH8egMB0K1289OwtgjE+ZWIDS1Jmi9Wab2War2aL0xzevq4iEyEJXMRRoQolrJmQDEzAxMThYat0UcjfAJZRbN4468/EiIhKRiio244XDCaIoWSOayW1d3dbHI3/enj2YfPl1d38/HdermWbIghAgdQx1MzNVPs7V9mgGhNz2D72Kr5HgBk+3G3YsAJMEkRGpBBRABSleQ0bKpEtF7XOU+n0+nl5eXZ2dm7jx/evXv3/Pnzl69OT05Ofvjhh+Pj42E5KIrCUcg3O0cvuwLfoN0elOO+ju+rlb9cBh4ewTrY+58/G3eMfk5wW6bCX9do+fKgrSVIBuYsEa3zJKag2FBHGDKRqahCnWWtqVpV3ky4XC5V9enR6PHB/uGjPSNKdaW5BhB22xRMwazJaxkoCBhjk3Z1BhwgUDUipBAACUyROcQYQgGEkk3UKEQFmi1Xn88u//TTx7Or8dXN3XQNixoyAMeCitJD9wokZmpup5Bp7qbf3VVqXFcFIwKlZhfogO+0i/xiD415Y5upqWekVQNzLAoPPubssH66Wq1mk7uzs7M//OEPT54+/uGHH96+ffv86bOXL1+enp6ORqPDw0Nt4TX7iXb9Qj36rkjsxmf6NsyvK0L45Pkj6NXi/JJD2L3n2IR0AHp2kcMy+vMsqd8Z2PdyAADUQUmhe9FL0PxjAdltVq/hAbAGINsD8OZajhQbPhl1TBf03g9ENAY2zQQYCAOY5QpEyNKTw70Xzx49f3zw6uT50yf7T44ePX1yqFKJLgiy94lDE11vix0UVdVh0kxUxLKImMbB0D05IgpIMcZQFqqaRVQtiaVki+Xq8+fzP78//+O7T/M6zVe6zpAMMiLGksNAEKs6izgfA6gqAheBMCXPb7L34Db0qJJzJkBvSnJATg+KqWrfsXng9iEiojRbe1Od38bpmKgBcirLMkY+PDx88eLFq1ev3rx58/0P37148eLFsxdlWQ4Ggxbr+F61VrcA2kCWIkGXZGx+Zifi3m0XZubY/92LP79pfP1ij57ub1ld/ZP+FiPkvrg//HlughlkZmoiLVsvfLO4+wjeXSVN9gEAKNwTd0QEJGghTQzI3KLlBskOAEAyAjBSAADNqIlRRwWXgcqgT44OTk+evn714tXpi/29Ym8Epo2F6qVvlkVENJvLBahpli4bQrEAIEVAIOYYyyLGCL7pI4nqYrE6vxyfnV18+Hj+6fzqZpYqgUpAEIxIkI0K45iyJjVEJo4AICmLCKMFVUJzineXe3TXUDMiep0CkqFrHULRL92TZtI6VdqKH2/pPrf5Xf6YcW9v7/Hjxy9fvvz+h+9OT0+Pnx4/f/68y1LFGK1l/tmqqmo643pZy/u/Qt3v9n2kTtz75wwP7RLNMb8q7mF3bUFPyvsrdWuC4L6gtz+2/bp/T5sgvHogfkvW+6OxhTc/3bSTtZ/Upn6j5b9uThjIGi7FzvP2rhxxUx4RO3JTcOQW0Axe2hURbFnX8/nKFCZ3qyqJARsV33/3kmqNoYyhYa5DA+BshhSFGrNG1RKoYAPHUYlCKEoMrGBiiMbVuqaiSNnWdb4aT//w54/vfvpweT2ZLwEDGAIFMCSB4P6omwZ+QdRxoqKBGgGSGTZBdfC9CwCQ/OxsU6jo5MSIu0gwnXAbNJzIAMCeigVSM0M3c9TMQAC9oJVQkZZVvTw/+3R+9v/98/8YDAavT1//5je/+f3vf//jjz++fPnyyZMnZVkCsZgRN80j6hBDIgCKLfh/X9h8H+he7LsBrdrqnbzjeG5f0zeNbfYO2Fk3D0vkQ3Vdmw/ARpT7QtnN8oNZN0Q0E0DFh2DIffWHllfDA3+9IzsI1GbpN6ftqn2jrppcgD8zAANWNDQFihqALa+yno9ns3X+cHE7nsxfnR4+Pdp/evQ4BlLNoIIKaBA5SE45p5QqqZNaRnAcyIiIw3JARVEJhHIYBsNUFfPVenw3vbq5+Xx29e7d54urSV2DBYixQFPU1icFU1MAJERTAFG17HsIIxErgTFwKzFq5vGmJovUkAFb4zHDDuLug5bDPe3mYJgG3W7sb3lu1V9xeyklUV3/+c9/nk6nZ2dnL168ODk58bD94eHh3t7ecDgcDAbUNr8yM3NkBO9GFtm0TPTVfBfr7O57/zPdUvllI2xJXieX/dd3f6APjH9/Bg06Hd98d6ObPR5LOwsGOzlssKLVD6GNF+3GHyACECAhZSACQTXDNupi3fGb322Qbl1DAiEgmBo0hQUAZmBuryooAGHAgIiFSl5kWNwuLsfzZZVvp8evT54mCUcH+4NAkRDB1MREc52qaiWpUlXVjMhkFIBSNlyvSSFjBEHJNE/6aTx9//ns3adP1+O7u7v5SslXR8qCBgomCgJmYIjUZOhAVVQEsCmGIQIitK5qE5reagBwFnJXLo33jG1CpJvoB2W9ucGIBiA9YNDuN/wzZVF485qmFMyYWc2y5FWuFqvqanx78O7D0dHRycmJBy6fPn16enp6eno6HA6ZORKZQkrryEQ9JI/GxVINHDZir9ZUuSIib/usD1r83zg2KGJf+n7/+r/ysR19bAAbYKZd2+sLP0qIarYdbNn5pJfEeNT5geUK9yNxXaqR0bI7rhRArYGFMRMDRgSjrIrEg1io5lynq8kqydlsvliu0puXx8dPHz/ZLzlSDJxWc1VFtYZZTTzgytnUELMoARqHSuBufHN2ffuvnz6///T57OKqqrMCQyjVUHLWJMF1GJJv7WrYENobADSeY8sQ7GCs9yawVXub69WeuvmKUGzpS/+T2L/LW1p/tVppC89EFBAb0GYTdaKRnPPd3d1PP/30T//0T/v7+7///e+/++67H3/88fnz548ePXr06NFgMCBQKqKTO/jxuzpwbZt+tl7PrePU3Mq/LqIdQNur6jZ4P+jm9ftPfmZRtSUJaIDU4cT1TRro1TC1u0R3DdYGFm1zp5ogIAKgGlqbvDRkIG+KJo+49c+jwTuw1pg39xwQAAgY26ptBQeuMWRG4rquUEmSGhgij2fzKodVtV6uqvl8OX85r54/eXa4tzcgpMAhWrMtCyGhERLv7R0QRwiDBGGZ8Xa2eHd+9eHy8s/vPp3f3k5na2SIgZm5bUFDJUZmNUBriozEDNWhK7ElLwZEQG0AqVsN55dgfaBPn/7No3UT8kUnra84m/0ZxI1AAHDqISdKyDmbQc7q/AzMUVFFJKst15ULcVZLov/tv/+///y//vfTp0/dkf3+++9/+OGH42dP+XAUuHCP1ndFv1ndsPu14l2gvLs+VQMw/KpL+qWxcVW/ZI5jL0/0dZO9GehShc0Tg66qbLOuvhiVx3vibs3XwEPMzYojaNwdInJE342H2pwnIfXqSVpUVwNpQC3IIJth6zQbQEqpLEuOscmJGhajQV7kVS2qaxFLKa2W89VikU+ePXtycDAsUATJVCgbZDHCEMJAKVIxqgXGk9n5ZPHpcvz+7Ori9na2qtZV7QyASb16mVpJdYPdby23F9akZqH1tfnhhN727ejfr25JPHjjOqug0esOQ9Lyzm4mEwAA6rrGliTUEUKxLcl2ZxTaOivvfxWRq6urT58+PXny5NOnT2dnZ+fn569OT16dPH1ydHh0dFSWpeP4dcUIfhraIhE16QK+Z4B0QZuOufEvGptj9eXv/nJ/eFofnMRumhCtjaIwbJFv2j0be+uw6KzWBoQELVFb0wPkVo4BIAOJCVhLktcdAKFZa11LWxuQb66FMJgBAvKmhtN9BMg5AaGBqimg1rkajIYmua5XN9NFVa1W89lyOZdqvV4/O37+5HBvRBCX1bxOABBrQ6pAA2pa30wXny/G78/Hf/54fjmZZCMLFIqSo6iqiKlXyZuVg4Gqw+8AgrduGKg2tUxkaMDg3eR+vtvmR2fZIqK1PUfYzYZT8ewqF/fXPeNKCIAKICqIzfGlvUNAhMQqhkQALI6qgEjERBRcfXiIuRdRcTDGnHNd1w71fHZ2drA3enN6/Nvf/HhycrK/v//s2TOvNB6NRiEUdZ2ZI6IuFgsAKIoiZ0XLDRFDy3mxa8T3rbJdy6d7F3bZO7bk+0vi3qmQ+5OoHvHFHhd0k/tppXnrONsWP3C3EysaGBkIArss+L0GI1VtoJkwAEn/IG2tANw/vfsNL04het+uJaLWgGzQQZoRCgPVuloluZ6uUq4ty91ssVilJ0eP9veGHEaDQYGIVZVWVXV1cbtYrs+uxh/Prz5d3ozv1rUAlxrDgJkRSVKWVKkAggUO7f3wkKK15dII0Fwxtku2vRNf86DaW+OX3+5pP/f5bmZ633pYEqxXBEZkRF4BuomXdx8eDofdEaqquri4uL6+DoR//N/xf/3Pf37+/Pnp6elvf/vb169fP3v27OnTpw6OEBoazaY/q0p1SaWLOLVsKH0R39LLXzFVfDxMVvMVoaemlmzXctpOGtumYkkbRdHFW+7H5sndMiMvx23qCs3Qi8uBgMxUEckAFND/ec5PVNqq2DYohGhg5I/N4iEAhNaa39RB2L2TMGvRzRERFAxE1CwAEsYCNFUpj6eS6sub6eJ2unx8+Oj05PjZs2f7+4MY4yrrzaz6fDm5vru9ur4d301nqxoDlEUwhJb9wVQyuMJG4IYRh9TEmjBTa6RaP6zS7lTt805dtddhzpbqhr7r8ntI7fdNmt53N86Yk3k3a8stKC/yb+tevQDa25RVFRxgk9vF2XMqAGC1WnV/YktTlcByvVxXq7OL809nn88vL54/f358fHxycvL48eOjo6Ojo6PRaFQURTEozcwfG9gGNUeA8lPvqtO6X2lMsp2YYXdK8CCv6u6OsDW5G9l6eA35/thqp9awfvBQO/sDoFHbFEJA6Ps7GBJBX4UQ+ba9WWO7uUO871gj4kb+d0Y3Nd6wa2Y5q5mJ1sxcxDAoBxCrtF5NV7aqF8s6X06m03WarPLR0Xo03K/W64vxzR//9f34brpYrRWQ46AoSkBc1VVVVZXWXoJbMFAkLxdTU9ux6PrnvNHuD3k7fVUH3VJpnc4HZmBn9PViT10+oPLIwZ4AzN3zBjzr4UN112JtUBsRCXGxmNbVmojm8/nV1dVwOHz27NmLFy9OT09fvXp1cnLy5MmTZ8+eDYdDb47R1oXranK2yk8enLTdV/zPB7T77jd330WDnkXYzNRmW2zQzRWb2G93QEV0e3ELQp9gk4fqv9Fgg/kuq2YKYmDc7PBgpg2StJkieHUadlcIwNTkmQDAqz6xDdrAtkvRnlKrCb3yC4BUQZQyEHOhQXKq1hUsq4q4ur5bf7y42d/fHw6HuU5Xt5Pbyd1sncAgFAUyRDJmckMcG5gmEEIzNkM1FY8zNFuKz6cHbJpeu840NAN3/fvqantP75RMd8CHzc6H7y8itvhhrhpo17nqGjsQEYD71e19G6Moik61u5Kq69okD4qBK+jFcnVzOxGx8qd3o9Ho+Pj4zZs3p6enJycn33//vYcvHz9+TIwd3pPvkA8yD3TaytRwZzFsLvDJ04P+xewq8q0vN8aMbjzElrBFW/ZC9f4CIkBkNOpqJMFZMYDMDNUlAM2MtMneKQIiK5hzIyATM3sbqKHDX4uqesEZAJiJgQq05rtRp+MZCR1QwIPWPRHxV2wH/w161k13q9QsaUYzImAk02ySTKSMUTUzQeQwiMH7lGfLhQADhRgL4ugxCmBCNI+cm1lWkWyq5rW6m4QoQNve7hoxAHjJXbPhUGORcydDzssg6pyBhE2hBDYbLAIianvM3Xu/NbYqt4jIf+v+/GwsFteynm3txKZbV9oDregkXjWb5kjILcNXJ7KDweDg4KAoitFo5OWWru9//PHH/YO9vb09d1W7X+8kFu7LPehWHPOeCxu6v/u3+SuT0rzrUY5Wx/s7PsFecN2wYCAysemm5MjXipk1vED3t05EoIYLDtQE2zNyTD4iYEaXGNSmoACI2bdX044pSZuzaV1caC1QL7dAbWjFehlfL6SijloQkDB4pNMMRUVFgZAwUgwY1QwoBMm5TqmWjGS5lixAgQMXSEGRwAsNqooZi0EBSIiAQAbi7GMOcYxwz5zpBM4ntTNQFMnAeagQWqIUEUEvd2kncHMcn+ivura72q3xc5qI8OaLbclXkxn3PzsxsjZY3iXjtTegt0LUMKkJKDOTqzOznPOqTtXtxJFaxpO7T+cXJ2fnn87Prq+vj4+PX758eXR0NBwOY4ydtdlBHnh0VE1FBNq2lVbY7lnd94wZ7A24v01ststW3Dcz1XiKXdTP/w/uPBEGh+hVd4Ucic4MvBTECJF8WwCj1k9CguRtcgiIhgoKmpkjEqmiZgFECEhMRqZAYEbaZuYAuhhH+2Cbp+RWbV8smhtPREybinBwq0wRkUNgt6zMTE0MgMDKEMVQVAkJDJQgxFhnzNl0vSaGwWBQlsMQJASqc+VrEowQGRlBTEW5ibC3FtR9jdM873vUPb3VIipvaj2xvRdmJk1Bh8AXFHxfUvsy8KXF0KsracKOblr0E6J9a76/V2DbLhdDWae1n7/DHHSWvbV2uYNOf/78+Q9/OPjDyz+9ffv6P//uP3///dvj4+PDw8POTPLV7hAgznbhADJ4P1PUvwp8/GQf74/+6XZz1O0arcu4Wx/fGTNGhMSd5DdsLapqot03VSCEECgCAIMXzck61SklAyjKyAiIWA5iCGE2n2trknjfUIwxBkqSlThDs9BRO7pqbtm6m7xUd2mNmoHNBufi3txLL8tu7hMDAFjQpsZDAABQyVpfvG1r6ouOGYgqAjA7IYpvZ3kzpeowbE31lpn1U8KITb1uL6YE5I8GZhZC4d9KKdX12pxikDmETcdZmyryc9vR7nbfcbo/+rPUn7T2XVcHaGZd+eu2KvzaUFADvAdouit4bT0ZE9He3t7e/v7Tx89ev3n5448/vn379sWL54eHh48fHYYQ6motIlVVFUUIodgf7eV2+DLwhFcITTr1V2PNBgAw2qAVdB7PTuOIX5tqzlLnlMwskmNGQ0CEGFQzgREYmbERKQSwSqqswMxFWWBgAGU0imGtampohu2tZQ5EJJofmGuAfgnDQ1Wk1ryBAKCI3LGLNOrHOhsRW6sHvanEzDwwjYgAXbyFzLI1QVQXaQJ/cgAABpBJREFUtdbX3xyZW2v7C5ET3znvRzy2P/MfYxCAwL31s+0Kd8PfvZ1Mp7PFeHx7fTO+vb29vr5++/b1ixcvnh49fvr06eGjg8FgECPnnE1yzrXz5HrkHtqAUlddvE0j/NddSX8j619Ca0b2LooIRUSymPlWEDgEDhSJRYABmUg1A2jOYpC9GYYDDYoYiNbrdc6ZQiADRtPG3EQC9MpgasXpK5e3W53fnGTjjBiANlrWVaS377UeCABAQyLl3yUzL+6CjarfHJp2ZfTePnv/CcLm3Qfv0V+iU/8dDXeRei80M9sBHJmBaTuV4ESO1XQ6nc/n8/n08urq48ePL168+N1vfzOfz797+8brEcxMs1RVFYqyKAoKXFWVQZMwttaHa4itt3aTXzoIrAV3gVb53S9eN1Dp9TZTE+gREVPNiFjGIhCZ5siUkkjOdd3ABzACqKIpGoGqpARgxByNjNHIzFB8bbVoEN8+7AGnrbmk7swBGgiO/ue7MLAZblmurTN3L1TXP/jGoOpH1nrvQhtPhI1d/vBx/qKL/b84vnSqu6tXG2DXpoKAiJbL5cePH2/G4/fv3396/+7Vq1d/919+/7vf/e7HH38IIawWy8VigSkjYowxhLBpeWud13va/ZfOWvcta+oFDN1zNejudGMkmNNsSx6URVOTZKYpp5Q8E1pVCUFVIA4YRczAEhQlKAAyiOpyMRsWQ9BMoAiq4pXsjVmMCN6oZ12SFaDFnvnWq2tsGQQEoy6N43Vd1hTmujHiHIFNI6YAAAqqtX1Aqr4Ydm2mzvjp5nxHzXexc+zi8QAbsVCzrVqu3V/597kGfqaSERFbQEJVtVrW3vKLiCJWVevlYjGbzdJ6dXFxcXF+9tNPP/393//9q1evjo4ePTo6nM+XHbRlp022xf1XUg/Yq1sEszaR05ThNt0aXteF6LzVpJo1ZwMAUyZANAIggoP9widmuViXoz1AzoqzxbKua7DEBMDIhFLnpKrJUocZxESRvVlmC1TrFwwCM80iZpa1JX13+ULaPnSr5ttqPgQz4zbN7qNzH7sP+8E2r9w/2sZ27wl0X8d/Wdz/nY6d2di6kHsfM3UORvUgjJkxgaqenZ2FEKZ3k+l0ul6v//Zv//a3v/3x5OTk6OjIzJzBt+OT7HbdX9VVbc8TjGwDLSZmigYNmI3zcZOllHJOjGAGIkAEg4KHo3I0jEXAAvm7t6+H5UBVr69vQiyQQhK8mdzNlysicpwMCmyWQLDOuS3BFGJHEW1CMx7paP9rZ9kFzHtEsD1rsLacRgGa0kBQAM0mmqV2XiNENCamiE3KocsdqJl6J442QAkAzESxK87uZH0zWV+03XvPe5nRHTUP7Qf+qnv2f2zY/c3O2kcza7a8ls+UHbAECkRMuUopgXg2F1S1Wq+Lohjf3qyq9WQyub6+rqqKKBAFD893er1VPQid7Q7wKyh4xIaZFAC6WC8SOecLEaARNU3yhAZqAgpEUBQ0HJVHjw4fHeyNBrGMtFcWv/tP/+nR3l5dp3fvPoihAaesw+FwVdWIOJ1OJ0yGhJRCkgLrdapFzOGLCNB22jR/waAmamgm2bKYqhkiBUd/39JSnaKy9p5Bu43il3FXdufQdl75knaH/1BW+5fGlh/iQRUPI7rUEhGgqiqjp7eyb92DwYADIeL5+bkzpU6n07/7u79z0HoA8OP0D/4LtHvXfrF11uRFHeQY+w3ogpkoEXqrMQGYqIKaKSEMBkVA2tsfHuzt7+0NR6ORaRoEBE11Wo1GZSx4Pru7vblaLCuFYIDrSpIYEUWmo0cHClgMJIvlWtZ1tV5V61TnnHOdABxbhhHAvIAStkvE2qCpj41J0MZQXceDaW7S9QKKFqL6JG72yizoVpoogDlZlZmJAJGRI1HD9jZ9fw5xc+/bTd0fzBEQsK2oNtmIuJd37kq89RGb/30N3+j6O1WrbQERRcQMBoOhz3BdJyL0FqoYSjQREXf9Y1ms6qrUqKqS08XFhcdwzGyxWLx9+/bFixddCLKbon8LY6Ybmx18544YEQ+Hw8ODvcePHx8e7BdFgWTVarWcjSWtIev45moYisvLy/fv30/uZusVQEAACrEc7T8ajUZFGYjjHg9S1qpKq9WKcAFLWGptItbCid2fbIV78OffMKz1UNUjkRtunG/69n8UI+P/9ug8y4bZmKjB7pQMAJ51Ci3KJQCYWVVVCSoAIISc8/X1NbbEpoPB4PDw0Pkeobf3/v9otOYaIixKPQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=250x250 at 0x7FC378037CF8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.fromarray(res_img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 人脸关键点检测\n",
    "\n",
    "人脸关键点检测，依赖人脸区域检测输出的人脸位置，然后在人脸区域内检测人脸关键点。会输出68个人脸关键点。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 检测人脸区域\n",
    "\n",
    "获取人脸区域检测器\n",
    "\n",
    "`dlib.get_frontal_face_detector()`方法返回基于[HoG (Histogram of Oriented Gradients)](https://zh.wikipedia.org/wiki/%E6%96%B9%E5%90%91%E6%A2%AF%E5%BA%A6%E7%9B%B4%E6%96%B9%E5%9B%BE)的人脸区域检测器。`HoG`是图像处理领域用于目标检测的特征描述器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "detector = dlib.get_frontal_face_detector()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "检测人脸区域"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "dets = detector(image, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 检测人脸关键点\n",
    "\n",
    "获取基于神经网络的人脸关键点检测模型，并加载预训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictor_kp = dlib.shape_predictor(\"./models/shape_predictor_68_face_landmarks.dat\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "人脸关键点检测，检测人脸的68个关键点。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Detection 0: Left: 67 Top: 80 Right: 175 Bottom: 187\n",
      "Point 0: (63, 118), Point 1: (63, 132) ...\n"
     ]
    }
   ],
   "source": [
    "for k, d in enumerate(dets): # 遍历每个人脸框\n",
    "    print(\"Detection {}: Left: {} Top: {} Right: {} Bottom: {}\".format(\n",
    "        k, d.left(), d.top(), d.right(), d.bottom()))\n",
    "    res_img = cv2.rectangle(res_img,( d.left(), d.top()), (d.right(), d.bottom()), 0, 1)\n",
    "    # 检测人脸关键点\n",
    "    shape = predictor_kp(image, d)\n",
    "    print(\"Point 0: {}, Point 1: {} ...\".format(shape.part(0), shape.part(1)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 显示关键点检测结果\n",
    "\n",
    "绘制关键点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(68):\n",
    "    res_img = cv2.circle(res_img,(shape.part(i).x,shape.part(i).y), 1, 255, 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "显示人脸区域和68个关键点的检测结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=250x250 at 0x7FC3680ED828>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.fromarray(res_img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 视频人脸检测\n",
    "\n",
    "使用OpenCV读取一段视频，然后逐帧显示视频。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import clear_output, Image, display, HTML\n",
    "import time\n",
    "import cv2\n",
    "import base64\n",
    "import numpy as np\n",
    "\n",
    "# 原视频来源：UCF-101数据集\n",
    "video_name = \"./face.avi\"\n",
    "\n",
    "def arrayShow(img):\n",
    "    _,ret = cv2.imencode('.jpg', img)\n",
    "    return Image(data=ret)\n",
    "\n",
    "# 打开一个视频流\n",
    "cap = cv2.VideoCapture(video_name)\n",
    "\n",
    "frame_id = 0\n",
    "while True:\n",
    "    try:\n",
    "        clear_output(wait=True) # 清除之前的显示\n",
    "        ret, frame = cap.read() # 读取一帧图片\n",
    "        if ret:\n",
    "            frame_id += 1\n",
    "            if frame_id > 100:\n",
    "                break\n",
    "            cv2.putText(frame, str(frame_id), (5, 15), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 1)  # 画frame_id\n",
    "            tmp = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) # 转换色彩模式\n",
    "            img = arrayShow(frame)\n",
    "            display(img) # 显示图片\n",
    "            time.sleep(0.05) # 线程睡眠一段时间再处理下一帧图片\n",
    "        else:\n",
    "            break\n",
    "    except KeyboardInterrupt:\n",
    "        cap.release()\n",
    "cap.release()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 人脸关键点检测函数\n",
    "\n",
    "使用`dlib`集成的深度学习模型，检测人脸的68个关键点。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def keypoint_detector(image):\n",
    "    global res_img\n",
    "    detector = dlib.get_frontal_face_detector() # 获取人脸区域检测器\n",
    "    dets = detector(image, 1) # 检测人脸区域\n",
    "    predictor_kp = dlib.shape_predictor(\"./models/shape_predictor_68_face_landmarks.dat\") # 加载人脸关键点检测模型\n",
    "    for k, d in enumerate(dets):\n",
    "        print(\"Detection {}: Left: {} Top: {} Right: {} Bottom: {}\".format(\n",
    "            k, d.left(), d.top(), d.right(), d.bottom()))\n",
    "        res_img = cv2.rectangle(image,( d.left(), d.top()), (d.right(), d.bottom()), 0, 1)\n",
    "        shape = predictor_kp(image, d) # 检测人脸关键点\n",
    "        for i in range(68):\n",
    "            res_img = cv2.circle(image,(shape.part(i).x,shape.part(i).y), 1, 255, 2)\n",
    "    return res_img"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 检测视频中的人脸关键点，并显示检测结果，由于dlib做人脸关键点检测比较慢，因此只显示10帧图片的检测结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Detection 0: Left: 110 Top: 53 Right: 239 Bottom: 182\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def arrayShow(img):\n",
    "    _,ret = cv2.imencode('.jpg', img) \n",
    "    return Image(data=ret) \n",
    "\n",
    "cap = cv2.VideoCapture(video_name)\n",
    "\n",
    "frame_id = 0\n",
    "while True:\n",
    "    try:\n",
    "        clear_output(wait=True)\n",
    "        ret, frame = cap.read()\n",
    "        if ret:\n",
    "            frame_id += 1\n",
    "            if frame_id > 10:\n",
    "                break\n",
    "            cv2.putText(frame, str(frame_id), (5, 15), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 1)  # 画frame_id\n",
    "            res_img = keypoint_detector(frame)\n",
    "            img = arrayShow(res_img)\n",
    "            display(img)\n",
    "        else:\n",
    "            break\n",
    "    except KeyboardInterrupt:\n",
    "        cap.release()\n",
    "cap.release()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 小结\n",
    "\n",
    "* 使用dlib检测人脸区域，基于传统方式(`HoG`)和深度神经网络方式。\n",
    "* 使用dlib检测人脸关键点，基于深度神经网络方式。\n",
    "* 使用OpenCV对视频抽帧，并检测人脸。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TensorFlow-1.13.1",
   "language": "python",
   "name": "tensorflow-1.13.1"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
